In [1]:
import pandas as pd
import numpy as np
from sklearn.model_selection import train_test_split
import matplotlib.pyplot as plt
import statsmodels.api as sm
import os
import seaborn as sns
from sklearn.model_selection import cross_val_score, KFold
from sklearn.linear_model import Ridge, Lasso, ElasticNet, LinearRegression
from sklearn.preprocessing import PolynomialFeatures
from sklearn.svm import SVR
from sklearn.tree import DecisionTreeRegressor
from sklearn.ensemble import  GradientBoostingRegressor
from sklearn.neighbors import KNeighborsRegressor
from sklearn.pipeline import Pipeline
from sklearn.metrics import make_scorer, mean_squared_error, r2_score
from sklearn.preprocessing import StandardScaler, PolynomialFeatures
from sklearn.pipeline import Pipeline
from scipy.stats import pearsonr, spearmanr
In [2]:
data = pd.read_csv('WPP2022_Demographic_Indicators_Medium.csv')
C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\182097164.py:1: DtypeWarning: Columns (2) have mixed types. Specify dtype option on import or set low_memory=False.
  data = pd.read_csv('WPP2022_Demographic_Indicators_Medium.csv')
In [3]:
data.head()
Out[3]:
SortOrder LocID Notes ISO3_code ISO2_code SDMX_code LocTypeID LocTypeName ParentID Location ... Q0060Male Q0060Female Q1550 Q1550Male Q1550Female Q1560 Q1560Male Q1560Female NetMigrations CNMR
0 1 900 NaN NaN NaN 1.0 1 World 0 World ... 580.7496 498.0396 240.3164 271.6253 208.1916 378.6968 430.2594 324.9308 0.0 0.0
1 1 900 NaN NaN NaN 1.0 1 World 0 World ... 566.7283 490.1993 231.1772 258.0905 203.7797 368.3186 415.8362 319.3364 0.0 0.0
2 1 900 NaN NaN NaN 1.0 1 World 0 World ... 546.3173 477.2639 218.6745 240.0344 197.1422 353.0546 395.5327 309.9103 0.0 0.0
3 1 900 NaN NaN NaN 1.0 1 World 0 World ... 535.8289 469.5325 212.8720 232.6019 193.0492 345.0826 385.8433 303.9053 0.0 0.0
4 1 900 NaN NaN NaN 1.0 1 World 0 World ... 523.1236 458.4842 205.7622 224.0498 187.4439 335.4420 374.6576 295.9944 0.0 0.0

5 rows × 67 columns

In [4]:
data.shape
Out[4]:
(43472, 67)
In [5]:
data.isnull().sum()
Out[5]:
SortOrder            0
LocID                0
Notes            31920
ISO3_code         7448
ISO2_code         7600
                 ...  
Q1560              286
Q1560Male          286
Q1560Female        286
NetMigrations      286
CNMR               286
Length: 67, dtype: int64
In [6]:
data.duplicated().sum()
Out[6]:
0

Data Cleaning and Pre Processing¶

In [7]:
pd.set_option('display.max_rows', None)
print(data.dtypes)
SortOrder                   int64
LocID                       int64
Notes                      object
ISO3_code                  object
ISO2_code                  object
SDMX_code                 float64
LocTypeID                   int64
LocTypeName                object
ParentID                    int64
Location                   object
VarID                       int64
Variant                    object
Time                        int64
TPopulation1Jan           float64
TPopulation1July          float64
TPopulationMale1July      float64
TPopulationFemale1July    float64
PopDensity                float64
PopSexRatio               float64
MedianAgePop              float64
NatChange                 float64
NatChangeRT               float64
PopChange                 float64
PopGrowthRate             float64
DoublingTime              float64
Births                    float64
Births1519                float64
CBR                       float64
TFR                       float64
NRR                       float64
MAC                       float64
SRB                       float64
Deaths                    float64
DeathsMale                float64
DeathsFemale              float64
CDR                       float64
LEx                       float64
LExMale                   float64
LExFemale                 float64
LE15                      float64
LE15Male                  float64
LE15Female                float64
LE65                      float64
LE65Male                  float64
LE65Female                float64
LE80                      float64
LE80Male                  float64
LE80Female                float64
InfantDeaths              float64
IMR                       float64
LBsurvivingAge1           float64
Under5Deaths              float64
Q5                        float64
Q0040                     float64
Q0040Male                 float64
Q0040Female               float64
Q0060                     float64
Q0060Male                 float64
Q0060Female               float64
Q1550                     float64
Q1550Male                 float64
Q1550Female               float64
Q1560                     float64
Q1560Male                 float64
Q1560Female               float64
NetMigrations             float64
CNMR                      float64
dtype: object
In [8]:
targetName = 'PopGrowthRate'
In [9]:
pop_growth_stats = data['PopGrowthRate'].describe()

print(pop_growth_stats)
count    43186.000000
mean         0.963947
std          1.596821
min        -71.689000
25%         -0.032000
50%          0.696000
75%          1.881750
max         36.299000
Name: PopGrowthRate, dtype: float64
In [10]:
def filter_outliers(group):
    mean_pop_growth = group['PopGrowthRate'].mean()
    std_pop_growth = group['PopGrowthRate'].std()
    
    lower_bound = mean_pop_growth - 2 * std_pop_growth
    upper_bound = mean_pop_growth + 2 * std_pop_growth
    
    return group[(group['PopGrowthRate'] >= lower_bound) & (group['PopGrowthRate'] <= upper_bound)]

filtered_data_cleaned = data.groupby('LocID').apply(filter_outliers).reset_index(drop=True)

print(f"Number of rows before filtering: {data.shape[0]}")
print(f"Number of rows after filtering: {filtered_data_cleaned.shape[0]}")

filtered_data_cleaned.head(1000)
Number of rows before filtering: 43472
Number of rows after filtering: 41919
Out[10]:
SortOrder LocID Notes ISO3_code ISO2_code SDMX_code LocTypeID LocTypeName ParentID Location ... Q0060Male Q0060Female Q1550 Q1550Male Q1550Female Q1560 Q1560Male Q1560Female NetMigrations CNMR
0 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 821.7257 791.6154 471.1456 483.2220 455.6758 639.3338 660.2852 611.0236 6.161 0.824
1 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 818.9690 788.6250 468.0905 480.2197 452.7227 636.0979 657.2306 607.8925 4.903 0.648
2 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 813.4744 782.5637 462.1612 474.4185 446.8132 629.8848 651.3446 601.5991 0.145 0.019
3 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 808.0105 776.4088 456.3798 468.8737 440.9133 623.8254 645.7408 595.2785 -8.867 -1.141
4 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 805.0122 773.6825 454.5300 466.7038 439.6024 621.7429 643.5345 593.6795 -6.837 -0.869
5 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 796.8130 763.5944 444.8044 457.7945 428.9978 611.5956 634.4345 582.4563 -7.263 -0.911
6 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 791.2891 757.2276 439.2837 452.5032 423.2821 605.7090 628.9855 576.2657 -7.419 -0.917
7 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 784.7282 750.3045 432.9129 446.0346 417.0816 598.8546 622.2391 569.5190 -8.858 -1.078
8 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 777.6052 743.2394 426.2909 439.0681 410.9002 591.6632 614.8978 562.7485 -20.889 -2.503
9 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 770.8715 736.3729 420.0644 432.6063 404.9688 584.8587 608.0359 556.2261 -3.333 -0.393
10 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 764.6902 729.8766 414.4567 426.8713 399.5201 578.6741 601.8875 550.1894 2.606 0.302
11 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 757.6918 722.9095 408.1548 420.2856 393.5597 571.7294 594.8118 543.6004 6.109 0.695
12 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 751.5871 716.5350 402.7376 414.7567 388.2730 565.7302 588.8700 537.7029 7.016 0.782
13 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 745.6154 710.2068 397.4659 409.4385 383.0500 559.8815 583.1444 531.8563 6.681 0.730
14 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 739.3437 703.9259 392.1769 403.9393 378.0085 553.9831 577.1782 526.1789 7.079 0.757
15 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 733.3259 697.8370 387.1364 398.7598 373.1487 548.3555 571.5263 520.6983 10.695 1.119
16 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 726.9878 690.7681 381.6009 393.3277 367.5254 542.1751 565.5711 514.3390 3.563 0.364
17 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 720.9257 684.1980 376.4656 388.2264 362.3902 536.4298 559.9666 508.4960 6.824 0.682
18 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 714.4542 677.3627 371.1163 382.8530 357.1146 530.4398 554.0609 502.4636 3.333 0.325
19 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 707.8246 670.6928 365.8188 377.4231 352.0191 524.4785 548.0575 496.6132 2.029 0.193
20 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 701.2660 663.3640 360.3683 372.1230 346.4488 518.3234 542.1631 490.2030 4.458 0.415
21 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 694.6960 656.0927 355.0414 366.9123 341.0428 512.2684 536.3330 483.9410 -12.801 -1.161
22 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 687.7621 648.5237 349.4028 361.3788 335.3372 505.8390 530.1184 477.3249 -4.050 -0.359
23 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 679.9743 640.7645 343.4755 355.2306 329.7156 499.0155 523.1621 470.7421 -3.030 -0.262
24 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 672.2539 633.2505 337.7454 349.2202 324.3659 492.4146 516.3220 464.5073 -20.009 -1.684
25 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 664.4008 625.8169 332.1153 343.1936 319.2556 485.9333 509.4178 458.6086 -44.418 -3.646
26 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 656.7133 618.2906 326.5980 337.3867 314.1474 479.5554 502.7223 452.6854 -85.430 -6.851
27 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 648.1677 610.5000 320.7037 330.9963 308.9017 472.7296 495.3647 446.5685 -83.115 -6.528
28 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 677.8204 616.7822 344.9139 373.0313 313.2863 498.1827 536.2871 453.4211 -117.186 -9.014
29 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 710.7120 625.8179 372.4784 418.8408 319.3923 527.2874 580.6338 462.7270 -481.199 -36.374
30 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 753.7405 632.7260 411.5970 485.8905 324.0033 567.2494 642.6930 471.7493 -586.943 -56.527
31 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 750.8034 624.9460 408.3244 485.3130 318.1255 563.4274 641.4581 465.2089 -192.869 -19.191
32 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 843.4156 677.5385 506.0562 620.8893 355.9543 661.3868 762.1928 515.4586 322.022 31.934
33 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 843.8181 673.0349 505.6593 624.0406 352.3239 660.7351 764.4433 511.7662 -210.572 -19.828
34 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 742.9569 603.4869 399.6576 484.8943 302.9531 553.1529 639.1844 448.1884 -427.073 -40.044
35 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 739.2808 595.8752 396.1334 483.3559 297.8471 549.0342 637.1274 442.4073 -402.606 -38.247
36 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 657.1078 548.2895 328.8127 387.2992 267.3717 475.9111 542.5672 401.9518 -89.837 -8.612
37 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 635.8710 532.8860 313.3597 366.7503 258.0973 458.4568 521.1975 390.1088 2.683 0.251
38 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 623.4598 521.5215 304.7127 356.3900 251.6439 448.4754 510.0521 382.0507 -666.001 -60.375
39 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 614.2237 510.5533 298.6161 350.6601 245.3913 440.6790 502.8769 373.9665 39.926 3.721
40 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 499.2836 436.6706 225.6777 247.8125 204.4191 355.0550 390.4474 319.8631 71.824 4.383
41 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 488.1353 425.6444 218.4543 239.8812 197.8816 346.3830 381.2294 311.9001 27.194 1.590
42 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 480.9017 420.3218 213.5523 233.3754 194.5408 341.2867 374.8801 308.2488 6.129 0.345
43 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 502.9475 427.6640 229.9210 259.0283 201.2443 358.9927 401.3588 316.5470 35.740 1.934
44 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 459.9564 402.7720 200.7968 217.6789 184.5827 326.0942 357.3282 295.8415 85.758 4.461
45 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 455.2972 394.3861 198.1286 216.8214 180.0385 322.2564 355.4472 290.0826 -1007.135 -50.229
46 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 447.1481 386.9393 193.4814 211.6763 175.8691 316.5231 349.3604 284.8714 -192.286 -9.717
47 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 416.2024 366.7203 175.7968 187.4479 164.7543 295.4535 321.9133 270.7226 388.632 17.307
48 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 405.6698 357.9982 169.8870 180.3149 160.0475 288.2085 313.4827 264.7952 -248.616 -10.498
49 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 400.5995 350.6589 167.2528 178.8941 156.1361 284.4802 310.9401 259.8680 252.185 10.383
50 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 400.8496 342.4099 167.6423 183.7288 151.8891 283.9089 314.8373 254.5109 62.684 2.466
51 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 399.8198 332.4139 167.6177 188.3845 146.9123 282.4382 318.0124 247.9598 -942.887 -35.743
52 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 385.0242 322.7133 159.2743 176.9823 141.7459 272.4506 305.0600 241.2560 221.000 8.401
53 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 372.8538 316.7192 152.0980 166.2567 138.1775 264.5312 293.6054 236.9169 -58.881 -2.147
54 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 365.5979 308.7471 148.2920 162.6522 134.0807 259.4679 288.7497 231.5831 -141.355 -5.001
55 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 356.7589 299.6615 143.6795 157.9943 129.4305 253.4158 282.6540 225.5632 418.796 14.420
56 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 348.7553 291.5731 139.5442 153.7132 125.3466 248.0132 277.0574 220.2186 105.905 3.481
57 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 340.9937 283.5587 135.4859 149.5721 121.2880 242.6491 271.5957 214.8711 48.076 1.525
58 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 341.7587 279.5756 135.7968 152.1935 119.0805 242.6581 274.0069 212.2150 255.611 7.842
59 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 344.2298 275.0154 137.1221 156.7300 116.9088 243.7534 278.4239 209.5733 -281.739 -8.310
60 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 337.3828 266.8727 133.5568 153.6176 112.7864 238.8746 274.0447 204.0962 -90.238 -2.602
61 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 366.0237 253.2276 152.1184 193.2488 108.0546 255.3938 311.6554 196.5221 -47.090 -1.320
62 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 371.6553 247.9307 155.6467 201.9319 105.6936 258.3876 319.8487 193.2837 -47.205 -1.286
63 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 357.6667 244.0012 147.3526 188.5056 103.2665 249.3960 305.7681 190.2610 -8.082 -0.214
64 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 368.7465 261.7457 147.1763 184.4341 107.4810 265.4351 318.5873 210.0530 166.821 4.289
65 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 389.5147 264.3770 159.8947 206.6726 109.4110 280.2608 342.1579 214.2407 -183.672 -4.569
66 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 374.2566 248.5392 150.2873 195.8368 101.2941 268.2662 329.5630 203.0171 -65.846 -1.600
67 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 348.1365 229.2002 137.3401 178.8960 92.9469 247.5111 305.1043 186.6315 -65.846 -1.557
68 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 332.8272 218.2481 130.6238 169.8124 88.9262 234.3087 289.4351 176.1980 -65.846 -1.517
69 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 328.0723 215.2834 129.5533 167.8645 88.8553 228.3502 282.3147 171.4262 -65.846 -1.478
70 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 323.6677 210.9363 126.8575 164.7256 86.6881 225.1519 278.7657 168.5315 -65.846 -1.441
71 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 319.2967 206.7303 124.2419 161.6614 84.6070 221.9609 275.1980 165.6875 -65.846 -1.405
72 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 315.0540 202.5701 121.6681 158.6605 82.5441 218.8639 271.7811 162.8920 -65.912 -1.372
73 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 311.0811 198.6989 119.2928 155.8999 80.6316 215.9310 268.5305 160.2714 -65.224 -1.326
74 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 307.0083 194.7353 116.8419 153.0355 78.6747 212.9421 265.2481 157.5895 -64.185 -1.274
75 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 303.3636 191.1196 114.6955 150.5486 76.9391 210.1852 262.2579 155.0854 -63.146 -1.225
76 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 299.7049 187.6803 112.5932 148.0730 75.2810 207.4838 259.2650 152.7192 -62.458 -1.185
77 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 296.1848 184.2956 110.5581 145.6866 73.6630 204.8323 256.3834 150.3498 -62.355 -1.157
78 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 292.5897 180.8066 108.4882 143.2750 71.9954 202.1045 253.4334 147.9078 -62.355 -1.132
79 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 289.3182 177.5021 106.5788 141.0781 70.4252 199.5501 250.7272 145.5689 -62.356 -1.108
80 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 285.9089 174.2409 104.6338 138.7969 68.8707 196.9695 247.9405 143.2741 -62.356 -1.085
81 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 282.6169 171.1629 102.7750 136.5932 67.4092 194.4932 245.2579 141.0912 -62.356 -1.063
82 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 279.7160 168.2594 101.2457 134.8024 66.1822 192.4110 243.0293 139.2355 -62.354 -1.042
83 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 276.7986 165.4766 99.7427 133.0176 65.0000 190.3111 240.7337 137.4190 -62.336 -1.022
84 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 273.9050 162.6976 98.2466 131.2428 63.8185 188.2469 238.5085 135.6023 -62.305 -1.001
85 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 271.0580 160.0372 96.7853 129.4929 62.6789 186.2006 236.2981 133.8079 -62.268 -0.982
86 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 268.2200 157.2239 95.2968 127.7520 61.4692 184.1264 234.0858 131.9534 -62.230 -0.963
87 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 265.6135 154.6137 93.9183 126.1402 60.3453 182.2187 232.0929 130.2027 -62.193 -0.945
88 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 262.9313 152.0541 92.5374 124.5011 59.2412 180.2538 229.9680 128.4697 -62.144 -0.928
89 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 260.2280 149.6220 91.1786 122.8433 58.2004 178.2990 227.8522 126.7458 -62.091 -0.911
90 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 257.4723 147.0020 89.7666 121.1631 57.0710 176.2828 225.6813 124.9484 -62.044 -0.894
91 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 254.9896 144.5038 88.4555 119.6275 55.9962 174.4019 223.7478 123.1720 -62.015 -0.879
92 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 252.3894 142.2396 87.1675 118.0492 55.0156 172.5352 221.6709 121.5753 -62.011 -0.864
93 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 249.9962 139.8373 85.8995 116.5676 53.9761 170.7187 219.8053 119.8480 -62.011 -0.850
94 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 247.3599 137.5325 84.5889 114.9669 52.9775 168.8140 217.7152 118.1752 -62.011 -0.837
95 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 244.9072 135.3351 83.3543 113.4731 52.0221 167.0011 215.7241 116.5763 -62.011 -0.824
96 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 242.6577 133.1906 82.1868 112.0904 51.0878 165.3145 213.9429 115.0053 -62.011 -0.811
97 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 240.0908 130.8092 80.8807 110.5391 50.0489 163.4105 211.8993 113.2588 -62.011 -0.799
98 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 237.6759 128.6321 79.6565 109.0670 49.0945 161.6357 209.9604 111.6579 -62.011 -0.788
99 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 235.0972 126.5790 78.4202 107.5183 48.1972 159.8121 207.8678 110.1146 -62.011 -0.777
100 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 232.6920 124.5162 77.2289 106.0572 47.3001 158.0352 205.8966 108.5324 -62.011 -0.766
101 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 230.1980 122.2303 75.9658 104.5608 46.2932 156.1708 203.8679 106.8288 -62.011 -0.756
102 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 228.0077 120.2996 74.8596 103.2184 45.4468 154.5518 202.1080 105.3486 -62.011 -0.746
103 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 225.4925 118.5356 73.8308 101.8707 44.7655 152.8396 200.0770 103.9731 -62.011 -0.737
104 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 223.4279 116.8577 72.9328 100.7387 44.1235 151.3313 198.3895 102.6520 -62.011 -0.728
105 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 220.9943 115.1414 71.9371 99.4298 43.4672 149.6650 196.4197 101.3108 -62.011 -0.719
106 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 218.8510 113.4963 71.0250 98.2611 42.8328 148.1436 194.7070 99.9958 -62.011 -0.710
107 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 216.5518 111.7987 70.0644 97.0163 42.1783 146.5286 192.8483 98.6466 -62.011 -0.702
108 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 214.0111 110.0431 69.0321 95.6552 41.4984 144.7663 190.7664 97.2336 -62.011 -0.695
109 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 211.9654 108.4234 68.1457 94.5292 40.8694 143.2671 189.0885 95.9303 -62.011 -0.687
110 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 209.4619 106.8644 67.1566 93.1846 40.2606 141.5898 187.0492 94.6519 -62.011 -0.680
111 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 207.3137 105.2971 66.2546 92.0119 39.6479 140.0627 185.3094 93.3635 -62.011 -0.673
112 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 205.0877 103.7765 65.3409 90.7998 39.0520 138.4953 183.4522 92.1194 -62.011 -0.667
113 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 202.4157 102.1596 64.2995 89.3760 38.4169 136.7316 181.3080 90.7805 -62.011 -0.660
114 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 200.1949 100.6434 63.3880 88.1678 37.8198 135.1557 179.4464 89.5234 -62.011 -0.654
115 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 197.9837 99.3642 62.5998 87.0668 37.3616 133.6446 177.5808 88.4011 -62.011 -0.649
116 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 195.5141 97.9611 61.7286 85.8506 36.8534 131.9501 175.4510 87.1797 -62.011 -0.643
117 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 193.1004 96.5489 60.8772 84.6704 36.3471 130.2919 173.3909 85.9562 -62.011 -0.638
118 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 190.9152 95.2664 60.0919 83.5793 35.8816 128.7777 171.5074 84.8390 -62.011 -0.633
119 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 188.5628 94.0315 59.2769 82.4143 35.4319 127.2016 169.4812 83.7473 -62.011 -0.628
120 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 186.2345 92.7437 58.4626 81.2642 34.9673 125.6288 167.4853 82.6288 -62.011 -0.623
121 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 183.8386 91.5259 57.6410 80.0814 34.5217 124.0384 165.4269 81.5399 -62.011 -0.619
122 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 181.4728 90.2562 56.8204 78.9113 34.0642 122.4414 163.3952 80.4074 -62.011 -0.614
123 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 179.2007 89.1203 56.0405 77.7800 33.6485 120.9355 161.4407 79.3787 -62.011 -0.610
124 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 176.7589 87.9337 55.2145 76.5764 33.2140 119.3392 159.3467 78.3108 -62.011 -0.606
125 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 174.2180 86.7578 54.3676 75.3263 32.7850 117.6983 157.1616 77.2471 -62.011 -0.603
126 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 171.8449 85.6641 53.5736 74.1522 32.3840 116.1741 155.1291 76.2589 -62.011 -0.599
127 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 169.4639 84.4613 52.7559 72.9713 31.9411 114.5930 153.0828 75.1667 -62.011 -0.596
128 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 167.2071 83.4288 51.9978 71.8465 31.5613 113.1476 151.1506 74.2303 -62.011 -0.592
129 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 164.6760 82.2821 51.1554 70.5987 31.1372 111.5243 148.9746 73.1848 -62.011 -0.589
130 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 162.2713 81.1955 50.3525 69.4078 30.7340 109.9898 146.9145 72.1975 -62.011 -0.586
131 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 159.7371 80.0748 49.5133 68.1584 30.3173 108.3765 144.7368 71.1720 -62.011 -0.583
132 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 157.5177 79.0800 48.7841 67.0818 29.9443 106.9278 142.7720 70.2555 -62.011 -0.581
133 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 155.3499 77.9583 48.0461 66.0289 29.5282 105.4529 140.8527 69.2358 -62.011 -0.578
134 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 153.1093 76.8962 47.3028 64.9443 29.1342 103.9683 138.8655 68.2682 -62.011 -0.576
135 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 150.7367 75.9302 46.5527 63.8181 28.7694 102.4743 136.7888 67.3747 -62.011 -0.574
136 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 148.3499 74.9404 45.7870 62.6710 28.3947 100.9484 134.6698 66.4593 -62.011 -0.572
137 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 146.2219 73.8873 45.0716 61.6397 28.0014 99.5194 132.7829 65.4973 -62.011 -0.570
138 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 143.7532 72.9180 44.2933 60.4589 27.6358 97.9644 130.5901 64.5996 -62.011 -0.568
139 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 141.6008 71.9482 43.5854 59.4194 27.2665 96.5544 128.6794 63.7005 -62.011 -0.566
140 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 139.1584 70.9615 42.8124 58.2532 26.8966 95.0084 126.5088 62.7959 -62.011 -0.565
141 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 136.7363 70.1012 42.0632 57.0986 26.5633 93.5309 124.3781 61.9895 -62.011 -0.563
142 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 134.3394 69.2436 41.3134 55.9419 26.2308 92.0500 122.2392 61.1837 -62.011 -0.562
143 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 131.8798 68.3067 40.5437 54.7747 25.8684 90.5285 120.0786 60.3167 -62.011 -0.560
144 108 4 NaN AFG AF 4.0 4 Country/Area 5501 Afghanistan ... 129.6152 67.4205 39.8202 53.6810 25.5239 89.0989 118.0624 59.4856 -62.011 -0.559
145 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 563.2929 465.7002 158.4543 176.6300 138.1280 282.8429 310.0197 255.0774 16.780 13.495
146 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 557.1074 458.9455 154.5130 172.7701 134.0442 277.1851 304.7901 248.9278 16.234 12.682
147 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 544.4005 447.4266 149.0149 166.7206 129.1416 268.9054 295.9142 241.1879 16.029 12.161
148 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 534.7675 439.4491 143.5792 160.5631 124.5089 260.6098 286.6953 233.7513 15.938 11.736
149 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 519.3256 425.1222 137.8316 154.1081 119.5605 251.6524 276.8362 225.6279 16.110 11.506
150 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 504.7647 412.6858 132.2332 147.7510 114.8167 242.8529 267.0358 217.7748 16.316 11.293
151 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 490.2780 397.9053 126.4067 142.0388 108.8858 233.4858 258.2503 207.7280 16.084 10.782
152 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 474.5717 381.9445 120.2485 135.9427 102.6726 223.4584 248.7686 197.0750 15.948 10.351
153 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 457.4341 363.8548 113.3619 129.3172 95.5066 212.0153 238.3113 184.5716 15.771 9.904
154 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 391.4720 305.7975 95.7294 109.9622 79.8042 182.9408 207.7417 157.2355 15.288 8.402
155 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 375.1915 291.4143 91.7986 105.7058 76.2523 176.3403 200.8841 150.9823 15.007 7.983
156 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 359.0782 277.9992 88.1932 101.6258 73.1921 170.0948 194.0713 145.3779 14.612 7.529
157 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 345.7489 264.7584 85.3309 99.0979 69.9825 165.1418 190.0445 139.4585 14.209 7.099
158 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 333.4029 252.0328 82.8530 96.9936 67.1235 160.8515 186.7215 134.1097 13.747 6.664
159 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 319.4741 241.0333 80.1949 93.7961 65.0934 156.1863 181.2784 130.1889 13.164 6.194
160 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 306.6972 228.8658 77.4938 91.1656 62.3284 151.4827 176.9314 124.9987 12.504 5.713
161 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 293.5033 217.2902 74.7470 88.2293 59.7857 146.5884 171.9217 120.1096 11.991 5.321
162 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 280.9112 207.0342 72.4234 85.5446 57.8272 142.4561 167.3500 116.3382 11.102 4.788
163 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 270.4837 197.4082 70.6878 83.7878 56.0571 139.3793 164.4874 112.9321 10.007 4.197
164 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 260.0259 187.8554 68.6945 81.7486 54.0447 135.7639 161.0568 109.0488 8.796 3.590
165 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 249.3584 180.3824 66.8464 79.2530 52.8566 132.4291 156.7068 106.7712 7.346 2.919
166 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 240.5049 173.2967 65.2923 77.4093 51.5667 129.5934 153.5335 104.2905 5.834 2.259
167 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 233.0341 166.6922 63.9154 75.9621 50.2207 127.0556 151.0709 101.6997 3.922 1.481
168 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 227.4305 162.3173 63.1860 75.0736 49.6434 125.7817 149.6493 100.6418 1.646 0.607
169 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 221.6646 157.4215 61.8923 73.6683 48.4651 123.4329 147.2325 98.4260 -0.683 -0.246
170 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 219.1882 154.3794 61.6821 73.6991 47.9720 123.1718 147.5450 97.5748 -3.324 -1.173
171 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 215.4122 151.2271 60.8352 72.7709 47.2296 121.5191 145.8274 95.9750 -6.146 -2.126
172 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 206.5542 140.0023 56.3949 68.9249 42.1231 113.1996 138.7684 86.1860 -9.135 -3.101
173 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 204.0270 136.1424 55.4164 68.3205 40.7483 111.5051 137.7976 83.5392 -12.432 -4.146
174 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 201.3632 131.8047 54.2478 67.6146 39.0952 109.4542 136.6354 80.3008 -15.706 -5.151
175 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 198.2615 128.1158 53.1857 66.7237 37.9007 107.6744 135.1456 77.9703 -19.231 -6.209
176 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 195.7121 125.3429 52.3990 66.0626 37.0470 106.4578 134.1150 76.3078 -23.253 -7.398
177 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 193.6538 123.6555 52.2272 65.8604 36.9974 106.1755 133.7553 75.8910 -27.468 -8.624
178 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 189.3879 119.8485 50.9300 64.5625 35.7954 104.2748 131.7348 73.9358 -32.143 -9.974
179 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 184.5280 115.4728 49.4683 63.0849 34.4455 101.7122 129.0843 71.3232 -37.189 -11.422
180 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 181.8211 111.2494 48.6734 62.7852 33.1922 100.4628 128.7135 68.9387 -42.393 -12.910
181 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 178.6234 108.2230 48.0289 62.2564 32.5165 99.4776 127.8398 67.7556 -48.054 -14.538
182 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 175.5767 104.6407 47.3566 61.8843 31.6099 98.3748 127.2104 66.1029 -52.723 -15.877
183 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 171.7210 102.2337 46.7108 61.0725 31.2541 97.2425 125.6248 65.5582 -56.599 -17.000
184 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 167.1846 98.9723 45.6590 59.9230 30.4201 95.1669 123.2400 63.9656 -59.634 -17.894
185 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 163.0930 96.9777 45.0505 58.9969 30.2716 93.9443 121.2911 63.7558 -61.925 -18.592
186 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 159.8213 95.3961 44.7139 58.4647 30.2673 93.0432 119.9100 63.6120 -63.700 -19.155
187 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 156.5517 92.6855 44.0056 57.7939 29.6420 91.6352 118.5020 62.4329 -65.106 -19.632
188 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 153.3618 90.4160 43.3519 57.0563 29.1956 90.2382 116.9324 61.4445 -65.800 -19.920
189 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 171.5447 96.6308 52.0576 71.5722 32.0969 101.5235 134.6189 66.0646 -65.975 -20.082
190 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 146.7086 87.0353 41.8132 54.8489 28.5846 87.6924 113.2762 60.4665 -65.616 -20.104
191 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 144.1318 85.0768 40.9003 53.7439 27.9848 86.6053 112.1026 59.5922 -64.787 -19.998
192 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 141.2206 82.9264 39.9868 52.5189 27.4877 85.2947 110.6059 58.5750 -63.610 -19.799
193 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 138.1860 80.8802 39.0591 51.2060 27.0223 84.0469 109.0864 57.7127 -62.059 -19.494
194 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 135.0841 78.9166 38.0712 49.7444 26.5666 82.8137 107.4907 56.9491 -59.876 -18.993
195 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 132.2921 76.6950 37.0485 48.3653 25.9503 81.7517 106.3437 56.0498 -57.308 -18.362
196 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 129.5312 74.9948 36.0815 46.9185 25.4999 80.9279 105.2499 55.5952 -54.383 -17.605
197 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 127.2732 72.8839 35.0718 45.5838 24.8421 80.1180 104.5278 54.7748 -50.855 -16.634
198 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 125.2650 71.0866 34.1821 44.3692 24.2915 79.6342 104.1245 54.2804 -47.174 -15.588
199 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 116.7327 67.1563 31.4272 40.4012 22.7294 74.6872 97.1929 51.5050 -43.019 -14.354
200 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 115.6120 65.2926 30.7909 39.7551 22.1093 74.5015 97.6332 50.7365 -38.736 -13.039
201 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 113.1112 63.6269 30.0020 38.6662 21.6160 73.5913 96.5915 50.0819 -34.116 -11.574
202 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 110.7262 62.1411 29.1015 37.4424 21.0312 72.8080 95.6060 49.6236 -29.330 -10.017
203 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 108.0351 60.8210 28.1558 36.0641 20.5091 71.8088 94.0946 49.2428 -24.465 -8.398
204 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 106.7386 60.6305 27.7371 35.2661 20.4601 71.9693 93.8786 49.8757 -19.946 -6.872
205 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 105.1363 59.5167 27.0330 34.3270 19.9818 71.3249 93.1416 49.4243 -16.845 -5.817
206 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 100.9160 57.6224 25.6671 32.3998 19.1484 68.7822 89.5759 48.0160 -14.265 -4.934
207 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 97.0285 56.1374 24.4479 30.6464 18.4404 66.4177 86.1257 46.8216 -12.240 -4.238
208 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 93.6302 54.5371 23.3043 29.0905 17.6877 64.0672 82.9164 45.3886 -10.887 -3.772
209 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 90.1895 53.2540 22.2612 27.5757 17.0796 61.7746 79.5857 44.1632 -9.768 -3.387
210 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 87.3005 52.0518 21.3733 26.3226 16.5243 59.6691 76.6574 42.9119 -9.106 -3.160
211 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 84.9437 51.6090 20.8669 25.3897 16.4154 57.9739 74.0285 42.1818 -8.889 -3.088
212 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 125.6062 67.1178 37.7128 49.3469 26.0785 85.3993 114.5082 56.3096 -9.117 -3.175
213 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 133.2079 72.9196 40.7280 52.7887 28.5790 92.1005 122.1114 62.1364 -10.612 -3.710
214 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 128.2382 70.4238 39.5283 51.0664 27.7938 89.1505 118.0304 60.3632 -8.000 -2.810
215 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 106.2737 60.5399 29.9546 37.8757 21.8784 73.6294 96.2655 51.3414 -8.000 -2.820
216 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 78.2940 47.1564 19.8288 24.1753 15.3881 54.4714 69.7882 39.5917 -8.000 -2.827
217 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 76.5409 46.2413 19.4503 23.6548 15.1242 53.3812 68.3268 38.8918 -8.000 -2.831
218 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 74.7548 45.3193 19.0676 23.1254 14.8631 52.2892 66.8395 38.2005 -8.000 -2.836
219 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 73.0081 44.4278 18.6898 22.6031 14.6023 51.2302 65.3684 37.5105 -8.000 -2.842
220 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 71.3010 43.5757 18.3228 22.0948 14.3562 50.2075 63.9360 36.8582 -8.000 -2.848
221 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 69.6284 42.7270 17.9540 21.5955 14.1091 49.2065 62.5272 36.2040 -8.000 -2.855
222 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 67.9372 41.9311 17.5849 21.0883 13.8780 48.2204 61.0940 35.5896 -8.000 -2.864
223 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 66.3347 41.1318 17.2237 20.6049 13.6403 47.2639 59.7250 34.9602 -8.000 -2.873
224 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 64.7825 40.3488 16.8742 20.1388 13.4093 46.3494 58.4048 34.3486 -8.000 -2.883
225 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 63.2205 39.6259 16.5317 19.6727 13.1984 45.4464 57.0616 33.7796 -8.000 -2.894
226 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 61.7201 38.9183 16.1961 19.2244 12.9878 44.5726 55.7682 33.2139 -8.000 -2.906
227 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 60.2563 38.2283 15.8655 18.7860 12.7816 43.7121 54.5025 32.6605 -8.000 -2.920
228 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 58.8228 37.5153 15.5322 18.3556 12.5688 42.8519 53.2593 32.0906 -8.000 -2.934
229 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 57.4186 36.8822 15.2114 17.9324 12.3795 42.0338 52.0361 31.5795 -8.000 -2.949
230 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 56.0997 36.2287 14.8997 17.5333 12.1811 41.2305 50.8820 31.0495 -8.000 -2.966
231 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 54.7653 35.5809 14.5882 17.1302 11.9833 40.4033 49.7156 30.5221 -8.000 -2.984
232 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 53.4835 34.9764 14.2885 16.7314 11.7997 39.5853 48.5609 30.0286 -8.000 -3.003
233 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 52.2954 34.3322 14.0071 16.3706 11.6028 38.8045 47.5150 29.5045 -8.000 -3.023
234 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 51.2108 33.7652 13.7607 16.0456 11.4306 38.0951 46.5593 29.0382 -8.000 -3.044
235 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 50.1038 33.2207 13.5136 15.7121 11.2658 37.3694 45.5793 28.5881 -8.000 -3.066
236 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 48.9913 32.6700 13.2627 15.3760 11.0971 36.6275 44.5931 28.1322 -8.000 -3.089
237 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 48.0150 32.1129 13.0311 15.0801 10.9256 35.9327 43.7235 27.6678 -8.000 -3.113
238 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 46.9989 31.5722 12.7952 14.7706 10.7581 35.2123 42.8172 27.2174 -8.000 -3.139
239 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 46.0446 31.0248 12.5679 14.4814 10.5873 34.5086 41.9672 26.7598 -8.000 -3.165
240 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 45.1601 30.5377 12.3593 14.2101 10.4368 33.8608 41.1725 26.3513 -8.000 -3.193
241 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 44.2998 29.9875 12.1446 13.9476 10.2629 33.2054 40.4017 25.8886 -8.000 -3.222
242 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 43.4405 29.4798 11.9378 13.6847 10.1053 32.5767 39.6303 25.4623 -8.000 -3.251
243 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 42.6609 28.9832 11.7419 13.4450 9.9480 32.0063 38.9277 25.0434 -8.000 -3.282
244 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 41.8348 28.4731 11.5355 13.1914 9.7851 31.4255 38.1840 24.6118 -8.000 -3.314
245 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 41.0940 28.0121 11.3477 12.9631 9.6390 30.9027 37.5148 24.2196 -8.000 -3.346
246 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 40.3122 27.5145 11.1456 12.7225 9.4788 30.3455 36.8093 23.7968 -8.000 -3.380
247 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 39.5889 27.0264 10.9551 12.4988 9.3232 29.8197 36.1543 23.3812 -8.000 -3.415
248 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 38.8581 26.5643 10.7660 12.2723 9.1736 29.3036 35.4916 22.9873 -8.000 -3.450
249 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 38.1496 26.1055 10.5815 12.0525 9.0265 28.7988 34.8486 22.5949 -8.000 -3.487
250 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 37.4777 25.6457 10.4013 11.8434 8.8763 28.3076 34.2358 22.2014 -8.000 -3.524
251 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 36.8317 25.2168 10.2311 11.6429 8.7366 27.8447 33.6487 21.8315 -8.000 -3.562
252 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 36.1996 24.7659 10.0574 11.4458 8.5881 27.3781 33.0710 21.4445 -8.000 -3.601
253 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 35.5592 24.3249 9.8863 11.2464 8.4457 26.9081 32.4879 21.0650 -8.000 -3.641
254 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 34.9010 23.8854 9.7114 11.0409 8.3004 26.4266 31.8881 20.6852 -8.000 -3.681
255 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 34.3004 23.4861 9.5540 10.8545 8.1698 25.9743 31.3350 20.3359 -8.000 -3.723
256 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 33.7483 23.1172 9.4101 10.6827 8.0494 25.5543 30.8275 20.0126 -8.000 -3.766
257 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 33.1409 22.7096 9.2514 10.4934 7.9156 25.0947 30.2676 19.6586 -8.000 -3.811
258 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 32.5630 22.3493 9.1053 10.3138 7.7970 24.6680 29.7368 19.3418 -8.000 -3.856
259 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 32.0403 21.9753 8.9645 10.1508 7.6730 24.2596 29.2536 19.0128 -8.000 -3.903
260 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 31.4755 21.5974 8.8148 9.9747 7.5468 23.8340 28.7344 18.6829 -8.000 -3.952
261 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 30.9591 21.2435 8.6751 9.8123 7.4299 23.4398 28.2558 18.3713 -8.000 -4.003
262 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 30.4228 20.8869 8.5302 9.6448 7.3105 23.0335 27.7624 18.0565 -8.000 -4.055
263 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 29.9478 20.5515 8.3977 9.4951 7.1979 22.6677 27.3214 17.7628 -8.000 -4.110
264 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 29.4075 20.1934 8.2512 9.3259 7.0771 22.2654 26.8239 17.4463 -8.000 -4.167
265 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 28.9129 19.8498 8.1145 9.1702 6.9617 21.8911 26.3652 17.1425 -8.000 -4.227
266 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 28.4417 19.5188 7.9829 9.0210 6.8496 21.5368 25.9274 16.8491 -8.000 -4.289
267 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 27.9718 19.1562 7.8471 8.8731 6.7273 21.1758 25.4939 16.5318 -8.000 -4.354
268 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 27.4675 18.8298 7.7107 8.7136 6.6159 20.8109 25.0260 16.2421 -8.000 -4.422
269 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 26.9932 18.5039 7.5792 8.5635 6.5044 20.4568 24.5855 15.9529 -8.000 -4.493
270 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 26.5297 18.1459 7.4450 8.4177 6.3823 20.0932 24.1580 15.6391 -8.000 -4.568
271 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 26.0751 17.8342 7.3185 8.2730 6.2750 19.7434 23.7353 15.3621 -8.000 -4.646
272 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 25.6029 17.5087 7.1872 8.1231 6.1632 19.3742 23.2966 15.0731 -8.000 -4.728
273 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 25.1638 17.1829 7.0615 7.9846 6.0508 19.0238 22.8915 14.7870 -8.000 -4.813
274 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 24.7084 16.8992 6.9403 7.8409 5.9533 18.6792 22.4679 14.5334 -8.000 -4.903
275 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 24.3014 16.6284 6.8288 7.7117 5.8604 18.3635 22.0879 14.2904 -8.000 -4.997
276 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 23.9047 16.3558 6.7189 7.5864 5.7666 18.0537 21.7197 14.0461 -8.000 -5.095
277 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 23.5073 16.0445 6.6025 7.4603 5.6600 17.7280 21.3480 13.7710 -8.000 -5.198
278 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 23.0827 15.7782 6.4884 7.3253 5.5678 17.4071 20.9516 13.5322 -8.000 -5.304
279 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 22.6812 15.5220 6.3803 7.1984 5.4794 17.1033 20.5792 13.3020 -8.000 -5.415
280 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 22.2640 15.2407 6.2648 7.0655 5.3821 16.7821 20.1898 13.0534 -8.000 -5.531
281 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 21.8977 14.9725 6.1597 6.9486 5.2889 16.4894 19.8467 12.8131 -8.000 -5.650
282 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 21.5202 14.7188 6.0545 6.8277 5.2002 16.1980 19.4940 12.5858 -8.000 -5.775
283 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 21.1620 14.4517 5.9515 6.7143 5.1076 15.9130 19.1616 12.3494 -8.000 -5.903
284 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 20.8036 14.1936 5.8485 6.5993 5.0169 15.6295 18.8266 12.1187 -8.000 -6.037
285 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 20.4091 13.9246 5.7380 6.4730 4.9228 15.3239 18.4586 11.8780 -8.000 -6.174
286 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 20.0343 13.6658 5.6329 6.3540 4.8321 15.0354 18.1118 11.6497 -8.000 -6.316
287 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 19.6805 13.4184 5.5325 6.2405 4.7453 14.7584 17.7812 11.4280 -8.000 -6.462
288 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 19.3286 13.1732 5.4324 6.1275 4.6585 14.4838 17.4524 11.2091 -8.000 -6.613
289 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 18.9869 12.9493 5.3377 6.0177 4.5796 14.2225 17.1331 11.0077 -8.000 -6.768
290 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 18.6551 12.6872 5.2382 5.9110 4.4870 13.9523 16.8230 10.7775 -8.000 -6.928
291 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 18.3060 12.4493 5.1403 5.7998 4.4027 13.6839 16.5005 10.5647 -8.000 -7.094
292 176 8 NaN ALB AL 8.0 4 Country/Area 925 Albania ... 17.9789 12.2230 5.0472 5.6945 4.3221 13.4297 16.1951 10.3630 -8.000 -7.265
293 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 602.3584 571.5951 286.0071 297.4153 273.9858 402.6469 425.1493 377.5283 -1.201 -0.133
294 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 602.1184 571.3215 286.8227 298.2696 274.7703 404.0167 426.6595 378.9947 -6.599 -0.711
295 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 597.5280 565.6824 284.7354 296.5612 272.3189 401.7587 424.9783 376.4473 -12.006 -1.260
296 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 597.7868 566.7808 285.5093 297.2538 273.2431 403.3158 426.5379 378.3759 -17.398 -1.779
297 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 704.8290 572.9502 379.4238 458.4453 285.8349 498.8217 583.0557 394.5293 -22.798 -2.274
298 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 703.3827 571.3989 377.9342 456.9185 285.1571 498.3392 582.6564 395.0127 -28.194 -2.748
299 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 704.3493 574.9118 379.2034 457.1309 288.4645 501.3183 584.4423 400.5065 -33.601 -3.203
300 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 704.1161 577.6949 379.3886 455.8522 291.1313 503.2186 584.7616 405.3121 -39.003 -3.637
301 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 703.4900 578.4881 378.3329 454.0540 291.5579 503.7845 584.6772 407.3869 -44.401 -4.052
302 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 702.8218 579.3760 377.9000 452.4232 293.1524 505.2252 584.9333 411.0573 -49.802 -4.450
303 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 703.2420 582.0794 377.7857 451.1699 294.9463 507.1431 585.7479 415.0917 -55.202 -4.832
304 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 703.1290 585.5942 377.7490 449.2853 297.6605 509.2516 585.9253 420.4471 -111.448 -9.561
305 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 728.5183 600.1891 398.2834 478.3019 306.5483 534.0697 617.1794 434.7106 -99.071 -8.379
306 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 613.3360 584.1450 300.8870 309.7946 291.9248 439.8093 461.1103 418.1694 -110.250 -9.172
307 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 616.2052 586.6668 301.5995 310.2957 292.7531 443.4263 464.7042 421.4493 -94.017 -7.694
308 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 617.9672 588.3606 301.0261 309.4205 292.3652 445.6676 466.7397 423.4205 -122.843 -9.877
309 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 620.6744 593.1600 302.4273 309.5302 295.0040 450.5670 470.1588 429.4269 -31.076 -2.461
310 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 620.7207 593.6806 300.6706 307.3233 293.7198 451.2435 470.6005 430.4342 -25.103 -1.944
311 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 619.8447 594.1577 298.9050 304.6398 292.9035 451.9600 470.4674 432.1464 -25.027 -1.895
312 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 619.2826 592.6549 296.7891 302.6876 290.5972 452.2996 471.3217 431.9602 -29.825 -2.208
313 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 614.4416 587.5004 291.7694 297.4276 285.8052 448.7417 467.7272 428.4783 -37.056 -2.682
314 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 607.5756 579.7662 285.1279 290.9711 278.9469 442.8729 462.3440 422.1111 -35.129 -2.486
315 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 598.3508 568.9653 276.8748 283.0130 270.3642 434.6627 454.7404 413.2775 -32.867 -2.273
316 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 587.3229 558.8252 268.9768 274.4076 263.1875 426.6114 445.9288 406.1096 -29.960 -2.024
317 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 575.8662 540.6812 258.2128 266.2146 249.7271 414.4176 437.3767 389.9756 -27.618 -1.821
318 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 530.6700 488.3424 226.5662 236.6052 216.3873 375.8070 401.9580 349.0177 5.348 0.312
319 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 513.9333 468.9741 216.0816 226.9540 205.0600 362.2263 389.5448 334.3010 19.312 1.096
320 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 493.3370 444.8284 203.2383 215.1376 191.1704 344.6058 373.3037 315.3153 24.300 1.338
321 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 472.4672 418.7676 191.2164 204.6282 177.6059 326.7613 357.6910 295.1965 29.298 1.564
322 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 443.0132 385.5535 175.1724 189.6210 160.4752 304.1192 336.2870 271.3226 34.865 1.803
323 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 412.2018 351.0595 160.0151 175.0047 144.7471 281.1286 313.9041 247.7789 41.604 2.082
324 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 380.7089 321.4486 147.3002 160.8659 133.4883 261.4445 291.6802 230.8733 49.152 2.379
325 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 345.3852 293.9481 134.1250 144.6829 123.3950 240.4574 265.3977 215.4924 56.796 2.658
326 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 316.1464 267.1387 122.6489 132.1379 112.9951 221.9288 244.6924 199.2339 64.927 2.938
327 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 294.5202 243.2062 113.1335 123.3383 102.7106 206.4495 230.0921 182.8378 59.893 2.621
328 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 279.6520 237.8790 110.1026 117.7074 102.3350 201.8131 220.7731 183.0260 -18.564 -0.787
329 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 255.5395 227.7914 101.9826 105.7220 98.1717 188.1699 199.9633 176.6587 -18.817 -0.776
330 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 253.8928 223.6378 101.5393 106.1567 96.8016 187.9391 201.1298 174.9993 -19.900 -0.799
331 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 248.9815 216.5727 98.8328 104.2428 93.2456 183.6563 198.0287 169.4927 -21.641 -0.848
332 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 246.6829 208.6025 96.6184 103.7664 89.1803 180.1269 197.3563 163.0092 -23.561 -0.901
333 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 247.9508 203.2161 96.4113 105.8175 86.5368 179.3359 199.7274 158.8674 -25.186 -0.941
334 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 246.8302 202.9486 96.9542 106.5234 86.8583 179.9904 199.9295 159.9087 -26.202 -0.958
335 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 259.5404 202.2919 104.1753 120.1251 87.1083 187.9386 214.5890 160.4293 -31.916 -1.142
336 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 257.9476 195.9851 100.7637 116.6109 83.8278 185.1012 213.9633 155.3794 -28.581 -1.004
337 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 231.6672 183.5079 89.2248 100.5557 77.1697 166.2385 187.9803 144.0670 -9.849 -0.340
338 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 226.7737 175.9175 86.7555 99.3971 73.2701 161.1043 183.9831 137.4700 14.071 0.478
339 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 223.3574 170.6679 85.1569 98.8304 70.5302 157.6470 181.2956 132.9865 -27.387 -0.915
340 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 205.9554 167.1883 77.1434 85.4940 68.2624 147.2609 164.3274 129.7057 -12.084 -0.398
341 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 200.3565 160.0089 73.8795 82.7991 64.3946 141.1299 159.1745 122.5175 -18.994 -0.617
342 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 193.6647 156.1446 70.8035 78.8273 62.2926 135.7838 152.5280 118.5356 -25.798 -0.826
343 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 187.0085 150.6640 68.3313 75.8561 60.3663 131.3283 147.1586 115.0075 -36.255 -1.146
344 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 181.9224 153.8749 68.4388 73.8646 62.7167 130.7764 143.0149 118.1869 -39.330 -1.226
345 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 174.9736 145.1453 64.6811 70.6374 58.3970 125.0395 138.3705 111.2311 -38.621 -1.187
346 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 170.1934 141.0613 63.0446 68.8683 56.8978 121.8620 134.8920 108.2823 -111.256 -3.369
347 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 166.6202 136.6415 61.7572 67.9526 55.2080 119.1768 132.7663 104.9137 -32.745 -0.979
348 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 163.9230 131.7943 60.6175 67.4963 53.3326 116.5801 131.2008 101.1347 -37.062 -1.090
349 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 158.8544 127.1864 58.6612 65.4761 51.4397 112.8397 127.4619 97.3484 -33.931 -0.981
350 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 151.6723 118.4778 55.1746 62.3555 47.5606 105.9277 121.0757 89.8530 -33.857 -0.961
351 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 147.1551 117.6128 53.8637 60.0046 47.3614 104.0326 117.4472 89.8371 -33.071 -0.922
352 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 144.0742 113.8217 52.2178 58.5768 45.4856 101.2490 115.0228 86.6844 -34.829 -0.952
353 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 144.4959 111.1824 51.7269 58.8916 44.1386 100.7383 116.0761 84.5108 -35.119 -0.942
354 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 139.6299 107.7106 49.5166 56.3928 42.2393 96.8908 111.6360 81.3155 -35.412 -0.931
355 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 135.6013 102.1615 46.9323 54.0765 39.3720 92.5288 107.8903 76.2941 -36.088 -0.930
356 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 129.0794 98.9792 44.2617 50.5026 37.6652 87.9387 101.6487 73.4711 -36.371 -0.919
357 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 126.7027 98.7316 43.5116 49.1678 37.5369 87.0657 99.7627 73.6699 -36.227 -0.898
358 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 126.5623 98.1986 43.2607 48.9340 37.2675 87.2214 100.0764 73.6419 -36.448 -0.886
359 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 123.8857 94.9087 41.6375 47.4050 35.5446 84.7613 97.9696 70.7940 -36.227 -0.864
360 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 121.2301 90.4243 39.7693 45.9037 33.2867 81.7718 95.8538 66.8644 -36.386 -0.852
361 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 139.1988 104.2715 44.5269 50.7691 37.9316 98.8221 114.9756 81.6990 -18.797 -0.433
362 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 119.9010 86.2543 35.5495 41.4745 29.2937 80.3380 95.7980 63.9838 -18.797 -0.425
363 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 114.3415 83.3024 38.5616 44.6301 32.1508 78.0359 91.6019 63.7084 -9.999 -0.223
364 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 112.1756 81.3405 37.8466 43.8433 31.5127 76.7132 90.1603 62.5185 -9.999 -0.219
365 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 109.9731 79.4104 37.1203 43.0450 30.8632 75.3648 88.6902 61.3031 -9.999 -0.216
366 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 107.8620 77.5656 36.4139 42.2608 30.2401 74.0532 87.2440 60.1354 -9.999 -0.213
367 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 105.7726 75.7341 35.7238 41.4978 29.6281 72.7701 85.8340 58.9862 -9.999 -0.210
368 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 103.6741 73.9545 35.0290 40.7258 29.0160 71.4731 84.4002 57.8331 -9.999 -0.208
369 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 101.5797 72.2263 34.3450 39.9507 28.4301 70.1929 82.9542 56.7280 -9.999 -0.205
370 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 99.5713 70.6116 33.6846 39.1974 27.8709 68.9574 81.5498 55.6717 -9.999 -0.203
371 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 97.6734 69.1144 33.0378 38.4593 27.3243 67.7622 80.1888 54.6530 -9.999 -0.201
372 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 95.8120 67.6836 32.4084 37.7343 26.7999 66.5983 78.8476 53.6781 -9.999 -0.199
373 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 93.9109 66.2557 31.7692 36.9913 26.2738 65.4073 77.4620 52.6945 -9.999 -0.197
374 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 91.9965 64.8321 31.1263 36.2415 25.7462 64.2021 76.0549 51.7042 -9.999 -0.195
375 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 90.1786 63.4696 30.5156 35.5332 25.2392 63.0583 74.7282 50.7545 -9.999 -0.193
376 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 88.3263 62.1058 29.8962 34.8093 24.7297 61.8889 73.3622 49.7934 -9.999 -0.191
377 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 86.4962 60.8296 29.2980 34.0963 24.2518 60.7588 72.0139 48.8952 -9.999 -0.189
378 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 84.7799 59.6479 28.7329 33.4180 23.8051 59.6899 70.7339 48.0505 -9.999 -0.187
379 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 83.0303 58.4365 28.1570 32.7285 23.3484 58.5926 69.4153 47.1888 -9.999 -0.186
380 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 81.2543 57.2526 27.5820 32.0334 22.9003 57.4940 68.0826 46.3417 -9.999 -0.184
381 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 79.5168 56.0776 27.0153 31.3525 22.4552 56.4056 66.7725 45.4933 -9.999 -0.182
382 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 77.8623 54.9618 26.4712 30.7018 22.0256 55.3590 65.5152 44.6752 -9.999 -0.180
383 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 76.1954 53.8018 25.9198 30.0477 21.5853 54.2972 64.2466 43.8374 -9.999 -0.179
384 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 74.5565 52.7634 25.3924 29.4042 21.1836 53.2782 62.9928 43.0700 -9.999 -0.177
385 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 72.9098 51.7478 24.8693 28.7569 20.7953 52.2570 61.7159 42.3201 -9.999 -0.175
386 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 71.4144 50.7645 24.3783 28.1668 20.4129 51.3024 60.5538 41.5835 -9.999 -0.174
387 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 69.8325 49.7926 23.8693 27.5387 20.0337 50.3129 59.3188 40.8516 -9.999 -0.172
388 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 68.3116 48.8641 23.3843 26.9389 19.6745 49.3651 58.1269 40.1597 -9.999 -0.171
389 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 66.7789 47.9601 22.9027 26.3371 19.3203 48.4174 56.9292 39.4749 -9.999 -0.169
390 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 65.2948 47.0459 22.4283 25.7508 18.9607 47.4749 55.7547 38.7776 -9.999 -0.168
391 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 63.8627 46.1620 21.9684 25.1798 18.6155 46.5660 54.6198 38.1091 -9.999 -0.167
392 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 62.4425 45.3235 21.5202 24.6183 18.2846 45.6702 53.4874 37.4666 -9.999 -0.165
393 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 61.0946 44.5076 21.0906 24.0859 17.9620 44.8103 52.4112 36.8394 -9.999 -0.164
394 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 59.6868 43.6915 20.6462 23.5258 17.6384 43.9242 51.2883 36.2086 -9.999 -0.163
395 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 58.2752 42.8560 20.2004 22.9695 17.3085 43.0255 50.1541 35.5648 -9.999 -0.162
396 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 57.0127 42.0786 19.7925 22.4709 16.9963 42.2040 49.1343 34.9593 -9.999 -0.161
397 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 55.7104 41.3391 19.3827 21.9519 16.7015 41.3808 48.0845 34.3826 -9.999 -0.160
398 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 54.4285 40.5969 18.9771 21.4425 16.4049 40.5570 47.0391 33.8010 -9.999 -0.159
399 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 53.2333 39.8561 18.5834 20.9596 16.1053 39.7728 46.0661 33.2172 -9.999 -0.159
400 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 52.0795 39.1665 18.2123 20.4984 15.8291 39.0282 45.1243 32.6742 -9.999 -0.158
401 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 50.8471 38.4361 17.8147 20.0015 15.5357 38.2312 44.1169 32.0945 -9.999 -0.157
402 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 49.7388 37.7541 17.4527 19.5586 15.2583 37.5016 43.2062 31.5523 -9.999 -0.157
403 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 48.6922 37.0879 17.1064 19.1373 14.9904 36.8010 42.3432 31.0204 -9.999 -0.156
404 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 47.6724 36.4601 16.7727 18.7266 14.7372 36.1251 41.5003 30.5190 -9.999 -0.156
405 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 46.6479 35.8106 16.4352 18.3200 14.4716 35.4343 40.6494 29.9963 -9.999 -0.155
406 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 45.7127 35.1636 16.1142 17.9423 14.2096 34.7799 39.8689 29.4749 -9.999 -0.155
407 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 44.7370 34.5726 15.7951 17.5495 13.9670 34.1298 39.0552 28.9975 -9.999 -0.154
408 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 43.8336 33.9779 15.4910 17.1850 13.7255 33.5067 38.2973 28.5166 -9.999 -0.154
409 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 42.9296 33.3855 15.1875 16.8211 13.4847 32.8845 37.5409 28.0361 -9.999 -0.153
410 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 42.1356 32.8162 14.9090 16.5006 13.2497 32.3162 36.8742 27.5719 -9.999 -0.153
411 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 41.2924 32.2742 14.6260 16.1610 13.0256 31.7356 36.1624 27.1292 -9.999 -0.153
412 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 40.5056 31.6897 14.3440 15.8370 12.7872 31.1619 35.4975 26.6508 -9.999 -0.152
413 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 39.7033 31.1355 14.0687 15.5144 12.5610 30.5925 34.8176 26.1967 -9.999 -0.152
414 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 38.9387 30.6197 13.8060 15.2040 12.3478 30.0515 34.1669 25.7702 -9.999 -0.152
415 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 38.2241 30.0883 13.5520 14.9134 12.1316 29.5246 33.5556 25.3311 -9.999 -0.151
416 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 37.5638 29.5789 13.3085 14.6387 11.9205 29.0291 32.9901 24.9078 -9.999 -0.151
417 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 36.8971 29.0826 13.0696 14.3678 11.7146 28.5370 32.4214 24.4945 -9.999 -0.151
418 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 36.2806 28.5659 12.8353 14.1107 11.5040 28.0557 31.8892 24.0651 -9.999 -0.150
419 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 35.6248 28.0437 12.5923 13.8386 11.2912 27.5562 31.3267 23.6302 -9.999 -0.150
420 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 34.9510 27.5753 12.3577 13.5658 11.0963 27.0691 30.7480 23.2379 -9.999 -0.150
421 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 34.3349 27.0936 12.1290 13.3098 10.8959 26.5997 30.2156 22.8336 -9.999 -0.149
422 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 33.7443 26.5980 11.9077 13.0707 10.6931 26.1367 29.7058 22.4187 -9.999 -0.149
423 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 33.1563 26.1552 11.6919 12.8264 10.5067 25.6942 29.1963 22.0454 -9.999 -0.149
424 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 32.5650 25.6848 11.4751 12.5879 10.3125 25.2397 28.6841 21.6501 -9.999 -0.149
425 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 31.9845 25.2404 11.2607 12.3471 10.1256 24.7999 28.1814 21.2752 -9.999 -0.148
426 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 31.4601 24.8096 11.0606 12.1291 9.9440 24.3879 27.7237 20.9102 -9.999 -0.148
427 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 30.9329 24.3894 10.8637 11.9101 9.7701 23.9803 27.2646 20.5556 -9.999 -0.148
428 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 30.3885 23.9895 10.6659 11.6848 9.6010 23.5716 26.7895 20.2155 -9.999 -0.148
429 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 29.8376 23.5368 10.4603 11.4644 9.4106 23.1386 26.3094 19.8311 -9.999 -0.148
430 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 29.3204 23.1091 10.2647 11.2505 9.2339 22.7306 25.8570 19.4688 -9.999 -0.148
431 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 28.8161 22.7299 10.0797 11.0420 9.0733 22.3469 25.4154 19.1449 -9.999 -0.147
432 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 28.2992 22.3323 9.8887 10.8292 8.9053 21.9496 24.9621 18.8056 -9.999 -0.147
433 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 27.7681 21.9257 9.6988 10.6180 8.7374 21.5439 24.4983 18.4600 -9.999 -0.147
434 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 27.2728 21.5177 9.5097 10.4127 8.5652 21.1513 24.0628 18.1115 -9.999 -0.147
435 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 26.7483 21.1322 9.3185 10.1941 8.4024 20.7544 23.6021 17.7809 -9.999 -0.147
436 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 26.2948 20.7425 9.1457 10.0097 8.2418 20.3888 23.2039 17.4488 -9.999 -0.147
437 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 25.8101 20.3796 8.9672 9.8073 8.0882 20.0184 22.7772 17.1370 -9.999 -0.147
438 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 25.3194 20.0357 8.7916 9.6030 7.9425 19.6527 22.3447 16.8407 -9.999 -0.147
439 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 24.8525 19.6643 8.6159 9.4091 7.7858 19.2856 21.9317 16.5212 -9.999 -0.147
440 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 24.3889 19.2589 8.4387 9.2219 7.6191 18.9082 21.5237 16.1754 -9.999 -0.147
441 60 12 NaN DZA DZ 12.0 4 Country/Area 912 Algeria ... 23.9326 18.9146 8.2707 9.0322 7.4738 18.5568 21.1200 15.8782 -9.999 -0.147
442 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 382.2846 308.0527 163.2267 188.6380 135.0280 286.1976 321.3407 247.8331 -0.047 -2.465
443 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 374.9942 303.8974 159.4701 183.6525 132.7149 282.0542 315.7870 244.9847 -0.544 -27.605
444 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 371.3165 300.2837 156.7636 180.7757 130.5053 279.5829 313.4966 242.6065 -0.582 -29.303
445 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 385.5880 299.8993 160.2438 188.3447 129.7294 287.1024 327.6363 242.9458 -0.596 -29.836
446 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 364.3069 295.9041 152.1104 175.6414 127.0265 275.9145 309.4358 240.0840 -0.616 -30.690
447 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 362.1595 295.4452 150.6209 173.9474 125.9849 275.2905 308.4086 240.1768 -0.618 -30.674
448 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 356.8471 289.6547 147.0350 170.5545 122.3427 270.8740 304.3172 235.5985 -0.607 -30.019
449 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 354.6906 285.0405 144.6536 168.9428 119.3253 268.4152 302.8624 232.0009 -0.715 -35.214
450 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 345.8183 279.3536 140.3964 163.9132 116.0872 262.8809 295.5026 227.8470 -0.748 -36.835
451 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 342.2968 273.3129 137.5946 161.9600 112.6805 259.6063 292.8707 223.1725 -0.753 -37.145
452 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 326.9394 253.1116 128.6324 153.8339 103.1717 245.1813 279.7543 206.7739 -0.260 -12.857
453 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 326.3011 229.9813 123.6751 153.8003 92.6567 237.0198 280.0600 187.8874 -0.093 -4.497
454 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 321.8755 220.9478 120.9253 151.7158 88.6605 232.3839 276.9273 181.0611 -0.097 -4.547
455 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 322.5243 216.8822 120.4305 152.1980 86.6496 231.7729 278.1964 177.8805 -0.096 -4.361
456 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 313.5547 213.2205 117.1913 147.4892 84.7390 226.2314 270.8342 174.7361 -0.097 -4.269
457 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 311.7072 213.2021 116.7216 146.6514 84.4993 225.7097 270.1142 174.7042 -0.090 -3.838
458 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 393.0832 372.0233 172.2767 174.4416 169.5553 297.6810 306.9624 286.8151 -0.042 -1.739
459 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 314.4441 211.0928 117.1752 148.4678 83.3343 227.6942 274.8010 172.8911 -0.124 -4.976
460 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 316.3888 208.5194 117.2194 149.4998 82.2152 228.4883 277.4119 170.7635 -0.069 -2.690
461 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 314.0662 201.9909 115.2177 148.0261 79.5899 225.4678 275.7875 165.5873 -0.077 -2.911
462 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 311.5544 197.9538 113.6070 146.3212 78.0657 223.0439 273.8462 162.5861 -0.308 -11.307
463 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 302.8745 190.8067 109.5451 141.4821 75.0755 216.1865 266.5717 156.7158 -0.399 -14.352
464 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 300.0087 185.7433 107.4469 139.4337 73.1687 212.9677 264.1754 153.0506 -0.405 -14.325
465 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 296.3977 185.6252 106.1509 136.9510 73.3920 211.3024 261.0012 153.7140 -0.415 -14.440
466 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 290.3906 180.2717 103.1540 133.3061 71.2901 206.4807 255.6356 149.7769 -0.376 -12.876
467 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 290.0231 175.8574 102.0919 132.7687 69.5260 204.8722 255.6201 146.5276 -0.249 -8.382
468 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 286.1111 174.0737 100.8604 130.5998 68.8173 202.5222 252.5644 145.3893 -0.267 -8.802
469 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 282.1952 170.0381 99.1859 128.6385 67.0325 199.3650 249.7894 142.0781 -0.282 -9.108
470 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 277.5389 165.0214 97.1313 126.4730 64.7680 195.4856 246.5472 137.7370 -0.294 -9.308
471 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 275.3888 160.8004 95.9258 125.6109 62.8704 193.2724 245.7043 134.0748 -0.307 -9.530
472 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 273.2004 156.2611 94.7099 124.7041 60.9435 191.0018 244.7267 130.2925 0.115 3.501
473 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 268.4608 152.3564 92.9384 122.3399 59.4853 187.6929 241.1094 127.4165 0.292 8.606
474 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 267.5522 148.7280 92.1869 121.8000 58.3295 186.5788 240.8356 125.1523 0.317 9.001
475 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 251.8037 137.8552 86.2436 113.4151 55.7783 181.7145 231.3975 120.9685 -0.251 -5.232
476 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 233.5541 138.0954 81.4460 104.3817 55.9901 172.3793 214.6669 121.4326 -0.505 -10.248
477 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 231.5877 136.7922 80.7138 103.5057 55.6129 171.1868 213.3595 120.5942 -0.516 -10.244
478 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 228.3712 135.6484 79.6720 101.9485 55.4524 169.3799 210.6662 120.1285 -0.522 -10.140
479 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 226.2241 135.0382 79.0009 100.8239 55.6141 168.2096 208.8126 120.2704 -0.476 -9.059
480 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 220.8227 132.7882 77.1718 98.0626 55.0430 164.5034 203.7173 118.8390 -0.419 -7.817
481 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 220.8506 131.7582 76.9538 97.9111 54.9369 164.1288 203.6629 118.3764 -0.385 -7.042
482 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 215.9475 130.7505 75.4742 95.3141 54.7960 161.1322 198.8501 117.8886 -0.405 -7.264
483 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 215.1271 129.9332 74.9918 94.5936 54.7167 160.3920 197.8465 117.6443 -0.451 -7.938
484 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 215.6263 135.7375 75.8628 94.2641 56.9215 162.5937 198.0700 122.4204 -0.452 -7.816
485 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 216.1393 136.5098 75.6327 93.7746 56.9257 162.6479 198.0567 122.9089 -1.158 -19.689
486 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 219.9623 134.2172 75.7310 95.1913 55.5858 163.4435 201.8510 120.6406 -1.503 -25.441
487 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 213.7179 130.6315 73.3325 92.0188 53.9553 159.0281 196.5210 117.7640 -1.583 -26.832
488 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 215.7392 132.7993 73.9909 92.9216 54.3359 159.9011 197.9791 118.6179 -1.647 -28.006
489 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 198.0400 125.7118 68.8141 84.8289 52.2258 150.5693 183.8391 115.2843 -1.701 -29.060
490 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 193.9248 123.1900 67.2713 82.8635 51.1583 148.1363 180.9831 113.6700 -1.697 -29.178
491 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 191.5725 129.8970 67.4776 81.0383 53.5349 149.6282 178.5823 119.5938 -1.661 -28.782
492 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 190.3665 129.5627 66.5310 79.8035 52.9583 148.8761 177.6033 119.3307 -1.618 -28.282
493 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 191.7137 129.3405 66.2018 79.7467 52.4304 149.4002 179.0837 119.1580 -1.586 -27.979
494 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 215.2895 162.0549 80.5166 91.5473 69.3768 169.1212 195.4607 142.6228 -1.527 -27.210
495 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 191.2505 128.5869 65.0275 78.5590 51.3351 148.8278 179.0322 118.3691 -1.475 -26.547
496 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 189.6194 127.8839 64.1228 77.4397 50.6735 147.7489 177.6773 117.6332 -1.509 -27.410
497 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 186.8859 124.5108 62.4609 75.8373 48.9649 144.8623 175.1510 114.3865 -1.538 -28.246
498 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 187.7502 124.2024 62.1613 75.6810 48.5607 145.1732 175.9898 114.1320 -1.575 -29.292
499 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 185.3450 123.6418 61.1157 74.0757 48.1143 143.8255 173.5326 113.8544 -1.602 -30.225
500 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 182.8231 120.4432 59.6652 72.5420 46.7360 141.3867 170.9966 111.4695 -1.629 -31.227
501 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 187.5916 118.4477 60.0462 74.3562 45.6211 142.8242 175.5080 109.7342 -1.641 -32.018
502 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 186.2469 115.5152 59.0086 73.7481 44.1200 140.7526 174.1465 107.0147 -1.652 -32.860
503 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 185.2732 114.7936 58.5332 73.5378 43.3483 139.9401 173.4554 106.1943 -1.652 -33.557
504 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 188.2461 115.1848 59.1843 75.1240 43.0265 141.7867 176.7699 106.4607 -1.650 -34.280
505 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 183.5303 114.5887 57.7172 73.1681 42.0979 139.0506 172.3603 105.4029 -1.636 -34.806
506 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 196.0082 99.9947 57.1121 78.6425 35.3572 138.0535 184.5146 90.2426 -1.646 -35.895
507 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 185.7186 111.4360 58.1546 73.7465 42.7418 139.0201 173.9059 103.5929 -0.810 -18.130
508 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 184.0414 109.7052 57.4533 73.1108 42.1440 137.5094 172.4114 102.0920 -0.790 -17.830
509 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 182.4695 108.1738 56.8333 72.5290 41.6222 136.1481 171.0286 100.7714 -0.770 -17.529
510 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 180.8635 106.5700 56.2042 71.9201 41.0685 134.7484 169.5963 99.3776 -0.750 -17.226
511 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 179.1218 104.9059 55.5746 71.2729 40.4874 133.2525 168.0616 97.9218 -0.730 -16.921
512 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 177.5382 103.3831 55.0205 70.6903 39.9597 131.8835 166.6726 96.5930 -0.710 -16.614
513 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 175.8225 101.8712 54.4377 70.0292 39.4335 130.4492 165.1288 95.2694 -0.690 -16.304
514 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 174.1620 100.3801 53.8677 69.4096 38.9128 129.0498 163.6632 93.9606 -0.670 -15.991
515 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 172.3842 98.9000 53.2621 68.7382 38.3937 127.5537 162.0814 92.6575 -0.651 -15.699
516 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 170.7289 97.4668 52.6867 68.1165 37.8907 126.0221 160.6125 91.3941 -0.631 -15.379
517 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 168.8714 95.9915 52.0420 67.4160 37.3787 124.2810 158.9637 90.1006 -0.610 -15.030
518 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 167.1171 94.5465 51.4166 66.7478 36.8654 122.5875 157.3948 88.8156 -0.588 -14.650
519 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 165.3721 93.1913 50.8347 66.0813 36.3859 120.9943 155.8353 87.6127 -0.564 -14.211
520 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 163.5215 91.8228 50.2811 65.3856 35.8987 119.4118 154.1914 86.3937 -0.540 -13.762
521 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 161.7491 90.5189 49.7996 64.7031 35.4354 117.9751 152.6006 85.2304 -0.515 -13.274
522 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 159.9814 89.1928 49.3347 64.0375 34.9606 116.5825 151.0283 84.0404 -0.491 -12.798
523 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 158.1849 87.8440 48.8576 63.3409 34.4749 115.1772 149.4049 82.8266 -0.470 -12.388
524 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 156.3295 86.5433 48.3737 62.6331 34.0064 113.7402 147.7476 81.6546 -0.449 -11.966
525 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 154.4615 85.3421 47.8667 61.9174 33.5758 112.2990 146.0753 80.5720 -0.430 -11.584
526 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 152.6235 84.1238 47.3337 61.2123 33.1367 110.8390 144.4229 79.4717 -0.411 -11.191
527 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 150.8813 82.8029 46.7862 60.5303 32.6616 109.2756 142.8468 78.2784 -0.393 -10.814
528 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 149.0806 81.5816 46.2517 59.8378 32.2174 107.7293 141.2216 77.1687 -0.376 -10.452
529 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 147.1970 80.3892 45.7225 59.1240 31.7832 106.2309 139.5316 76.0837 -0.356 -9.995
530 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 145.3887 79.2410 45.2429 58.4260 31.3645 104.9160 137.8932 75.0358 -0.336 -9.525
531 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 143.4700 78.1145 44.7842 57.6795 30.9528 103.7318 136.1465 74.0059 -0.319 -9.127
532 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 141.7180 76.9680 44.3848 57.0006 30.5322 102.6770 134.5511 72.9567 -0.309 -8.921
533 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 139.9325 75.7973 44.0105 56.3193 30.1070 101.6588 132.9399 71.8894 -0.308 -8.971
534 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 137.9416 74.6237 43.5707 55.5489 29.6712 100.5323 131.1289 70.8071 -0.308 -9.052
535 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 136.1260 73.6334 43.1337 54.8386 29.3095 99.4795 129.4683 69.8994 -0.308 -9.135
536 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 134.3567 72.4480 42.5989 54.1564 28.8721 98.2914 127.8567 68.8076 -0.308 -9.221
537 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 132.4392 71.3959 41.9859 53.4109 28.4824 97.0642 126.1057 67.8371 -0.308 -9.309
538 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 130.5538 70.3353 41.3301 52.6769 28.0867 95.8344 124.3820 66.8536 -0.308 -9.400
539 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 128.6581 69.2639 40.6504 51.9366 27.6922 94.6010 122.6455 65.8664 -0.308 -9.494
540 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 126.7722 68.2270 39.9774 51.1836 27.2971 93.4392 120.9043 64.8959 -0.308 -9.591
541 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 124.8862 67.2614 39.3436 50.4372 26.9308 92.4082 119.1699 63.9942 -0.308 -9.691
542 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 123.1587 66.3316 38.7837 49.7485 26.5773 91.5303 117.5762 63.1225 -0.308 -9.795
543 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 121.2070 65.3963 38.2251 48.9717 26.2259 90.6219 115.7742 62.2512 -0.308 -9.903
544 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 119.4124 64.4877 37.7439 48.2527 25.8792 89.7797 114.1124 61.3974 -0.308 -10.015
545 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 117.5390 63.4902 37.1692 47.4567 25.4738 88.6940 112.3532 60.4495 -0.308 -10.131
546 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 115.7204 62.5641 36.5731 46.6862 25.0966 87.4646 110.6345 59.5662 -0.308 -10.251
547 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 113.9153 61.6565 35.9871 45.9255 24.7282 86.0929 108.9367 58.7036 -0.308 -10.376
548 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 112.1379 60.7596 35.4056 45.1712 24.3630 84.6117 107.2512 57.8474 -0.308 -10.506
549 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 110.4524 59.8822 34.8484 44.4593 24.0059 83.1332 105.6616 57.0096 -0.308 -10.641
550 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 108.7249 59.0666 34.2945 43.7307 23.6752 81.6881 104.0270 56.2339 -0.308 -10.782
551 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 106.8216 58.1173 33.6807 42.9332 23.2894 80.1475 102.2355 55.3281 -0.308 -10.928
552 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 105.1741 57.2494 33.1408 42.2398 22.9375 78.8552 100.6764 54.5021 -0.308 -11.081
553 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 103.2949 56.3702 32.5493 41.4510 22.5804 77.5583 98.9009 53.6625 -0.308 -11.239
554 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 101.5025 55.5264 31.9878 40.6993 22.2385 76.4390 97.2044 52.8592 -0.308 -11.406
555 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 99.8379 54.6880 31.4591 40.0016 21.8975 75.3251 95.6301 52.0570 -0.308 -11.579
556 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 98.1080 53.8603 30.9229 39.2778 21.5614 74.0569 93.9923 51.2655 -0.308 -11.759
557 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 96.2942 53.0565 30.3779 38.5236 21.2361 72.7636 92.2818 50.5001 -0.308 -11.948
558 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 94.6570 52.2028 29.8605 37.8401 20.8896 71.5326 90.7318 49.6835 -0.308 -12.145
559 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 92.8547 51.4204 29.3217 37.0892 20.5732 70.2452 89.0252 48.9384 -0.308 -12.351
560 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 91.2279 50.6266 28.8191 36.4114 20.2504 69.0404 87.4863 48.1774 -0.308 -12.566
561 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 89.6327 49.8635 28.3323 35.7516 19.9401 67.8685 85.9726 47.4454 -0.308 -12.790
562 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 87.9121 49.1437 27.8249 35.0368 19.6484 66.6570 84.3331 46.7581 -0.308 -13.025
563 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 86.2547 48.3981 27.3288 34.3528 19.3451 65.4699 82.7572 46.0422 -0.308 -13.270
564 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 84.7762 47.6940 26.8781 33.7392 19.0587 64.3984 81.3488 45.3658 -0.308 -13.526
565 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 83.2000 46.9390 26.3997 33.0906 18.7532 63.2671 79.8493 44.6452 -0.308 -13.794
566 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 81.6308 46.2437 25.9314 32.4417 18.4704 62.1716 78.3521 43.9771 -0.308 -14.073
567 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 79.9789 45.5597 25.4497 31.7643 18.1925 61.0467 76.7786 43.3198 -0.308 -14.366
568 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 78.4614 44.8408 24.9887 31.1378 17.9017 59.9763 75.3310 42.6336 -0.308 -14.672
569 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 76.9503 44.1999 24.5456 30.5198 17.6412 58.9439 73.8915 42.0172 -0.308 -14.992
570 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 75.5480 43.4917 24.1119 29.9436 17.3537 57.9357 72.5510 41.3368 -0.308 -15.327
571 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 73.9683 42.8068 23.6452 29.2991 17.0756 56.8505 71.0458 40.6785 -0.308 -15.678
572 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 72.5543 42.1783 23.2238 28.7183 16.8217 55.8760 69.6951 40.0787 -0.308 -16.048
573 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 71.0832 41.5313 22.7890 28.1208 16.5591 54.8637 68.2925 39.4568 -0.308 -16.437
574 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 69.6908 40.9647 22.3839 27.5507 16.3290 53.9256 66.9615 38.9114 -0.308 -16.849
575 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 68.4067 40.3532 22.0015 27.0344 16.0834 53.0228 65.7334 38.3228 -0.308 -17.285
576 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 67.0531 39.6397 21.5845 26.4858 15.7991 52.0383 64.4336 37.6414 -0.308 -17.749
577 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 65.9102 39.0525 21.2374 26.0230 15.5634 51.2160 63.3357 37.0762 -0.308 -18.244
578 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 64.6179 38.4880 20.8629 25.5000 15.3368 50.3252 62.0946 36.5328 -0.308 -18.774
579 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 63.4641 37.8857 20.5143 25.0338 15.0954 49.4888 60.9859 35.9531 -0.308 -19.344
580 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 62.3598 37.3506 20.1909 24.5880 14.8804 48.7075 59.9246 35.4385 -0.308 -19.960
581 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 61.2089 36.7832 19.8587 24.1288 14.6571 47.8892 58.8181 34.8972 -0.308 -20.628
582 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 60.1479 36.2129 19.5478 23.7060 14.4304 47.1148 57.7978 34.3462 -0.308 -21.356
583 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 59.1933 35.6999 19.2739 23.3258 14.2256 46.4238 56.8799 33.8511 -0.308 -22.150
584 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 58.2031 35.1937 18.9985 22.9319 14.0245 45.7194 55.9278 33.3611 -0.308 -23.021
585 282 16 29.0 ASM AS 16.0 4 Country/Area 957 American Samoa ... 57.2300 34.6793 18.7313 22.5451 13.8195 45.0268 54.9920 32.8644 -0.308 -23.980
586 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 318.0628 236.0846 114.8055 131.7322 97.9614 215.4959 250.7367 183.1402 0.076 12.754
587 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 253.7144 184.3491 86.0062 99.2870 72.8056 175.8749 206.0720 147.6061 -0.034 -6.404
588 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 193.0024 124.6149 58.6110 70.1485 46.1212 133.3542 161.5292 102.5510 0.653 66.119
589 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 188.0507 120.7926 56.6609 67.8422 44.5277 130.1795 157.7963 99.5474 0.664 62.221
590 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 193.8827 120.9856 58.1293 70.5599 44.6080 132.8651 162.1915 99.6991 0.670 58.278
591 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 183.8971 112.1879 54.0689 65.9314 41.1156 125.7902 154.6346 92.5443 0.672 54.420
592 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 173.5965 106.9060 50.6621 61.2804 39.0546 119.7355 146.6913 88.2164 0.669 50.585
593 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 173.1492 105.8937 50.3791 61.0798 38.6608 119.4859 146.3454 87.3870 0.856 60.623
594 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 170.4735 103.2849 49.3398 59.8828 37.6477 117.7759 144.2739 85.2498 1.086 65.692
595 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 180.0744 108.8611 52.6678 64.1981 39.8162 123.9789 151.6920 89.8182 1.112 62.179
596 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 158.1692 95.6822 45.1023 54.4354 34.7099 109.7622 134.7055 79.0227 1.132 58.703
597 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 167.6694 99.8964 48.0754 58.6330 36.3356 115.2857 142.0996 82.4742 1.163 56.112
598 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 147.4878 89.8778 41.6096 49.7860 32.5105 102.7625 126.3381 74.1680 1.180 53.083
599 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 152.8095 91.6607 43.1664 52.0929 33.1767 105.5893 130.5143 75.6873 1.208 50.808
600 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 148.6011 88.2732 41.6430 50.2670 31.9116 102.4181 127.2130 72.8015 1.223 48.202
601 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 146.5761 84.8160 40.6214 49.3927 30.6235 100.1563 125.6212 69.8608 1.235 45.736
602 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 142.8965 82.3475 39.4393 47.8805 29.7057 97.4670 122.6387 67.7637 1.294 45.233
603 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 136.9234 78.4436 37.5474 45.4949 28.2575 93.0995 117.7273 64.4521 1.294 42.764
604 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 135.8289 76.6060 37.0389 45.0602 27.5771 91.7000 116.8265 62.8954 1.278 40.065
605 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 129.7970 72.3957 35.0477 42.6778 26.0216 87.1685 111.8562 59.3336 1.210 36.105
606 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 123.1481 68.8319 33.0467 40.0785 24.6978 82.5992 106.3664 56.3210 0.959 27.250
607 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 121.5024 67.2059 32.4412 39.4396 24.0935 81.0735 105.0058 54.9479 0.931 25.430
608 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 114.0814 63.1753 30.1932 36.5808 22.5991 76.1567 98.8598 51.5492 1.387 36.435
609 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 117.3113 65.4869 31.2186 37.8205 23.4555 78.5774 101.5368 53.4975 1.386 34.864
610 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 115.1157 61.6697 30.0765 36.9770 22.0422 76.2266 99.7174 50.2816 1.389 33.488
611 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 116.3702 62.4749 30.4378 37.4585 22.3400 77.1978 100.7571 50.9594 1.219 28.195
612 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 112.9479 60.9708 29.4578 36.1473 21.7839 75.1922 97.9195 49.6935 1.678 37.412
613 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 111.8823 59.0952 28.9492 35.7407 21.0916 74.2186 97.0353 48.1166 1.710 36.562
614 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 112.7942 58.9482 29.1548 36.0887 21.0374 74.7484 97.7921 47.9931 1.662 34.035
615 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 114.5900 57.9309 29.3886 36.7755 20.6624 75.2758 99.2815 47.1385 1.616 31.776
616 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 107.6916 52.9349 27.1727 34.2243 18.8226 70.2753 93.4638 42.9527 1.589 30.094
617 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 110.3309 57.6494 28.4739 35.1618 20.5587 73.3424 95.7330 46.9022 1.501 27.417
618 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 74.2167 54.9642 21.3250 22.8346 19.5708 55.2872 64.4790 44.6496 1.446 25.556
619 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 97.8223 57.9104 26.1039 30.7499 20.6549 67.5118 84.9776 47.1214 1.530 26.203
620 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 51.0483 47.8423 16.1769 15.5399 16.9438 41.5152 44.0356 38.7115 1.474 24.446
621 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 92.1888 57.9759 25.0614 28.7891 20.6790 64.8207 80.1328 47.1763 1.588 25.557
622 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 78.0682 50.0531 21.1624 24.0575 17.7581 55.1434 67.8740 40.5511 0.182 2.841
623 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 68.1053 51.9568 19.7793 20.9018 18.4609 51.1672 59.0989 42.1371 0.140 2.166
624 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 93.3319 49.3109 23.7758 29.1856 17.4845 62.1347 81.1160 39.9331 0.183 2.811
625 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 67.1868 47.7988 18.9036 20.6121 16.9277 49.2315 58.2910 38.6753 0.039 0.594
626 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 68.4916 52.1510 19.8698 21.0237 18.5327 51.5486 59.4387 42.2990 0.146 2.211
627 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 72.3905 37.4950 17.9787 22.2561 13.1595 47.8764 62.8704 30.1384 2.690 40.449
628 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 60.3245 42.9354 16.9033 18.4502 15.1435 44.2108 52.2364 34.6378 2.690 38.701
629 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 52.8801 31.0834 13.6327 16.1128 10.8387 36.1673 45.6523 24.8620 2.722 37.536
630 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 69.9586 63.1120 22.0204 21.4870 22.5757 56.5901 60.7295 51.4959 2.744 36.312
631 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 62.8894 46.2743 17.9045 19.2589 16.3674 46.7655 54.5097 37.4083 2.467 31.372
632 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 51.9049 42.6681 15.4568 15.8077 15.0457 40.1052 44.7915 34.4162 -2.420 -29.681
633 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 60.4682 37.2912 15.9276 18.4954 13.0855 42.1310 52.3638 29.9703 -2.446 -30.817
634 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 60.2527 37.2912 15.8722 18.4275 13.0855 41.9406 52.1728 29.9703 -2.584 -33.396
635 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 59.9664 37.3420 15.8102 18.3374 13.1039 41.7271 51.9193 30.0122 -2.678 -35.613
636 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 59.7526 37.3420 15.7520 18.2701 13.1039 41.5330 51.7299 30.0122 -2.864 -39.225
637 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 59.5395 37.3420 15.6983 18.2030 13.1039 41.2675 51.5411 30.0122 0.027 0.382
638 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 59.3271 37.3420 15.6657 18.1362 13.1039 41.1414 51.3531 30.0122 0.033 0.465
639 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 59.1155 37.3420 15.6398 18.0696 13.1039 41.0027 51.1657 30.0122 0.012 0.168
640 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 58.9046 37.3420 15.6044 18.0032 13.1039 40.8540 50.9790 30.0122 -0.084 -1.172
641 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 58.6944 37.3930 15.5776 17.9371 13.1224 40.7762 50.7930 30.0542 -0.232 -3.227
642 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 58.4154 37.3930 15.5303 17.8493 13.1224 40.6196 50.5459 30.0542 1.303 18.108
643 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 58.2069 37.3930 15.5027 17.7838 13.1224 40.5209 50.3614 30.0542 0.887 12.091
644 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 57.9991 37.3930 15.4814 17.7185 13.1224 40.4529 50.1776 30.0542 1.184 15.875
645 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 57.7921 37.3930 15.4552 17.6534 13.1224 40.3498 49.9943 30.0542 1.238 16.329
646 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 112.1100 54.2833 24.8052 31.6115 17.7305 77.1152 104.7858 47.0733 1.474 19.124
647 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 97.8169 47.5235 21.2518 27.1711 15.1330 66.4830 90.5353 40.4259 1.377 17.556
648 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 53.7296 35.5051 14.5705 16.5085 12.5314 38.0420 46.7542 28.6944 0.200 2.505
649 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 52.7066 34.8842 14.3260 16.2206 12.3405 37.4118 45.9378 28.2538 0.200 2.500
650 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 51.7109 34.2827 14.0830 15.9364 12.1514 36.7632 45.1333 27.8186 0.200 2.492
651 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 50.7921 33.7122 13.8591 15.6753 11.9725 36.1596 44.3930 27.4063 0.200 2.485
652 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 49.9126 33.1216 13.6414 15.4255 11.7889 35.5669 43.6843 26.9827 0.200 2.478
653 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 49.0063 32.5544 13.4232 15.1663 11.6090 34.9708 42.9493 26.5686 0.200 2.472
654 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 48.1556 31.9950 13.2101 14.9236 11.4310 34.4213 42.2603 26.1587 0.200 2.466
655 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 47.3370 31.4441 13.0005 14.6901 11.2585 33.8751 41.5969 25.7605 0.200 2.461
656 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 46.5787 30.8965 12.8063 14.4716 11.0829 33.3117 40.9772 25.3560 0.200 2.456
657 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 45.8089 30.3871 12.6259 14.2488 10.9201 32.7685 40.3453 24.9810 0.200 2.452
658 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 45.0665 29.8693 12.4467 14.0340 10.7535 32.2655 39.7356 24.5973 0.200 2.448
659 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 44.3339 29.3438 12.2609 13.8244 10.5863 31.7651 39.1393 24.2114 0.200 2.444
660 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 43.6152 28.8439 12.0714 13.6156 10.4244 31.2701 38.5466 23.8386 0.200 2.441
661 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 42.8839 28.3472 11.8877 13.4048 10.2658 30.7864 37.9471 23.4725 0.200 2.439
662 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 42.2147 27.8533 11.7163 13.2077 10.1044 30.3320 37.3884 23.1010 0.200 2.437
663 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 41.5366 27.3459 11.5403 13.0125 9.9400 29.8869 36.8324 22.7220 0.200 2.436
664 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 40.8810 26.8636 11.3701 12.8211 9.7840 29.4416 36.2885 22.3621 0.200 2.435
665 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 40.2500 26.3861 11.2041 12.6370 9.6262 28.9925 35.7650 21.9989 0.200 2.435
666 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 39.6193 25.9261 11.0375 12.4524 9.4766 28.5875 35.2401 21.6539 0.200 2.436
667 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 38.9728 25.4746 10.8752 12.2622 9.3269 28.2090 34.6997 21.3093 0.200 2.437
668 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 38.3501 25.0219 10.7137 12.0790 9.1785 27.8330 34.1791 20.9669 0.200 2.439
669 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 37.7643 24.5790 10.5547 11.9070 9.0328 27.4364 33.6898 20.6311 0.200 2.442
670 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 37.1246 24.1577 10.3884 11.7196 8.8922 26.9939 33.1559 20.3073 0.200 2.445
671 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 36.5613 23.7203 10.2237 11.5516 8.7471 26.5956 32.6791 19.9728 0.200 2.450
672 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 35.9789 23.2762 10.0555 11.3812 8.5988 26.2103 32.1933 19.6311 0.200 2.455
673 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 35.4065 22.8782 9.8904 11.2115 8.4649 25.8233 31.7106 19.3229 0.200 2.462
674 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 34.8347 22.4899 9.7324 11.0433 8.3368 25.4387 31.2245 19.0229 0.200 2.469
675 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 34.3302 22.1069 9.5943 10.8962 8.2080 25.0892 30.7979 18.7226 0.200 2.478
676 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 33.7883 21.7099 9.4448 10.7364 8.0754 24.7011 30.3363 18.4128 0.200 2.487
677 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 33.2522 21.3295 9.2991 10.5781 7.9485 24.3498 29.8791 18.1161 0.200 2.498
678 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 32.7534 20.9602 9.1671 10.4313 7.8230 24.0036 29.4543 17.8241 0.200 2.510
679 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 32.2838 20.6017 9.0401 10.2915 7.7031 23.6556 29.0513 17.5436 0.200 2.523
680 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 31.7799 20.2371 8.9026 10.1423 7.5783 23.2818 28.6203 17.2535 0.200 2.537
681 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 31.3125 19.8823 8.7684 10.0043 7.4587 22.9048 28.2210 16.9743 0.200 2.551
682 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 30.8488 19.5616 8.6356 9.8686 7.3503 22.5372 27.8229 16.7188 0.200 2.567
683 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 30.4028 19.2135 8.5019 9.7362 7.2329 22.1508 27.4369 16.4418 0.200 2.584
684 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 29.9555 18.9028 8.3798 9.6051 7.1273 21.7941 27.0525 16.1932 0.200 2.601
685 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 29.5343 18.5986 8.2671 9.4800 7.0238 21.4868 26.6876 15.9498 0.200 2.618
686 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 29.0939 18.2806 8.1516 9.3502 6.9162 21.1552 26.3076 15.6959 0.200 2.637
687 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 28.6266 17.9600 8.0269 9.2115 6.8054 20.8100 25.9029 15.4365 0.200 2.656
688 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 28.2152 17.6662 7.9173 9.0902 6.7061 20.5294 25.5476 15.2018 0.200 2.675
689 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 27.7910 17.3852 7.8081 8.9645 6.6079 20.2397 25.1801 14.9728 0.200 2.694
690 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 27.3602 17.0672 7.6939 8.8362 6.4986 19.9199 24.8060 14.7161 0.200 2.714
691 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 26.9563 16.7641 7.5848 8.7147 6.3942 19.5981 24.4535 14.4711 0.200 2.734
692 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 26.5504 16.4743 7.4742 8.5938 6.2945 19.2624 24.1006 14.2368 0.200 2.755
693 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 26.1552 16.1689 7.3617 8.4760 6.1886 18.9338 23.7569 13.9888 0.200 2.775
694 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 25.7634 15.8909 7.2541 8.3589 6.0925 18.6385 23.4156 13.7632 0.200 2.795
695 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 25.3638 15.5992 7.1430 8.2392 5.9907 18.3530 23.0672 13.5252 0.200 2.816
696 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 24.9753 15.3311 7.0392 8.1209 5.8976 18.0866 22.7254 13.3068 0.200 2.836
697 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 24.5901 15.0502 6.9296 8.0064 5.7993 17.8059 22.3903 13.0772 0.200 2.857
698 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 24.2019 14.7900 6.8210 7.8890 5.7072 17.5319 22.0497 12.8627 0.200 2.877
699 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 23.8179 14.5230 6.7158 7.7729 5.6133 17.2654 21.7129 12.6435 0.200 2.897
700 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 23.4696 14.2559 6.6152 7.6665 5.5189 17.0193 21.4057 12.4234 0.200 2.916
701 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 23.1172 13.9834 6.5142 7.5614 5.4224 16.7667 21.0981 12.1988 0.200 2.936
702 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 22.7659 13.7205 6.4139 7.4535 5.3301 16.5017 20.7874 11.9829 0.200 2.955
703 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 22.4139 13.4939 6.3196 7.3464 5.2493 16.2490 20.4773 11.7949 0.200 2.973
704 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 22.0567 13.2457 6.2213 7.2386 5.1608 15.9846 20.1636 11.5893 0.200 2.992
705 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 21.7142 13.0014 6.1245 7.1328 5.0735 15.7290 19.8596 11.3862 0.200 3.010
706 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 21.3510 12.7562 6.0252 7.0227 4.9856 15.4732 19.5400 11.1823 0.200 3.028
707 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 21.0248 12.5338 5.9354 6.9229 4.9061 15.2235 19.2516 10.9973 0.200 3.046
708 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 20.6644 12.2736 5.8337 6.8128 4.8133 14.9421 18.9330 10.7812 0.200 3.063
709 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 20.3457 12.0457 5.7434 6.7149 4.7309 14.7044 18.6505 10.5903 0.200 3.080
710 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 19.9969 11.8243 5.6497 6.6084 4.6507 14.4560 18.3422 10.4047 0.200 3.097
711 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 19.6664 11.6071 5.5591 6.5061 4.5723 14.2168 18.0481 10.2230 0.200 3.113
712 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 19.3441 11.3869 5.4694 6.4073 4.4920 13.9802 17.7625 10.0375 0.200 3.129
713 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 19.0174 11.1780 5.3802 6.3057 4.4159 13.7452 17.4710 9.8617 0.200 3.145
714 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 18.7337 10.9585 5.2965 6.2183 4.3361 13.5260 17.2188 9.6770 0.200 3.161
715 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 18.4138 10.7295 5.2053 6.1195 4.2530 13.2863 16.9340 9.4844 0.200 3.176
716 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 18.1200 10.5126 5.1196 6.0282 4.1732 13.0626 16.6718 9.3009 0.200 3.191
717 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 17.7956 10.3020 5.0305 5.9278 4.0960 12.8278 16.3829 9.1226 0.200 3.206
718 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 17.4931 10.0988 4.9469 5.8350 4.0221 12.6048 16.1119 8.9498 0.200 3.221
719 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 17.2202 9.9112 4.8696 5.7497 3.9533 12.4007 15.8657 8.7896 0.200 3.235
720 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 16.9405 9.7243 4.7922 5.6640 3.8846 12.1944 15.6149 8.6298 0.200 3.249
721 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 16.6764 9.5162 4.7133 5.5822 3.8090 11.9864 15.3773 8.4530 0.200 3.262
722 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 16.3904 9.3276 4.6339 5.4938 3.7391 11.7757 15.1201 8.2911 0.200 3.276
723 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 16.1076 9.1384 4.5555 5.4065 3.6700 11.5670 14.8662 8.1296 0.200 3.289
724 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 15.8358 8.9541 4.4786 5.3214 3.6018 11.3642 14.6207 7.9718 0.200 3.301
725 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 15.5622 8.7926 4.4059 5.2363 3.5421 11.1703 14.3740 7.8332 0.200 3.313
726 177 20 NaN AND AD 20.0 4 Country/Area 925 Andorra ... 15.3020 8.6128 4.3320 5.1556 3.4754 10.9747 14.1395 7.6786 0.200 3.325
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728 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 697.6424 640.7931 323.5995 347.3661 300.6602 457.4073 488.2353 427.5580 2.043 0.447
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730 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 692.8789 637.0090 320.7941 343.6300 298.8029 454.3567 484.3389 425.3345 -6.297 -1.322
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732 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 688.1223 632.0841 317.9318 340.4298 296.1849 451.2615 481.0559 422.1882 -23.647 -4.776
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735 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 681.8989 625.2219 315.7196 338.0851 293.6526 449.2206 478.9216 419.2726 -41.084 -7.889
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737 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 674.8756 619.8216 312.4680 333.3050 291.5402 445.9371 473.8456 417.0576 -43.749 -8.132
738 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 716.1821 619.2055 352.0761 406.9571 293.6610 484.7254 543.4636 419.3861 -49.186 -8.997
739 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 713.8328 615.3300 350.5738 406.1467 291.5520 483.1500 542.7593 416.8203 -54.566 -9.833
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741 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 707.3964 608.3714 347.1960 402.5434 288.6890 479.5919 539.1043 413.5650 -71.948 -12.600
742 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 703.2563 602.8671 343.9745 399.6468 285.1451 475.9347 536.0850 409.1637 -87.288 -15.099
743 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 701.1308 600.1146 343.7919 399.6408 284.7216 475.9466 536.2746 408.8980 -104.955 -17.971
744 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 697.4569 595.4268 341.4622 397.3739 282.2254 473.3750 533.9712 405.9041 -113.780 -19.334
745 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 692.9232 589.2040 337.6957 393.7925 278.1091 469.2700 530.5898 400.7753 -111.222 -18.774
746 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 688.7499 584.9474 335.3967 391.0456 276.1689 466.7677 527.7774 398.5440 -81.748 -13.693
747 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 684.6369 579.8583 332.6712 388.3409 273.3206 463.7332 525.0744 395.1039 -36.455 -6.027
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751 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 666.3975 561.6850 320.8975 374.4514 264.2634 451.0046 511.6978 384.3555 39.146 5.770
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755 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 674.0739 558.2110 329.8774 390.8855 264.5716 461.8324 529.6822 386.6863 45.001 5.805
756 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 668.9766 553.4447 325.7718 386.0178 261.4752 457.2656 524.7917 382.8649 47.175 5.881
757 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 665.2338 550.2339 323.1826 382.6932 259.8710 454.5367 521.6506 380.9867 53.078 6.390
758 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 659.2895 546.9906 319.1194 376.4859 258.3717 450.1450 515.3583 379.2707 52.138 6.057
759 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 656.1487 543.3568 317.0690 374.5231 256.3966 447.7456 513.2475 376.9159 55.830 6.257
760 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 678.0552 555.3529 335.7866 401.4228 265.2416 469.2550 541.6457 389.5198 61.000 6.595
761 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 675.0373 551.1979 332.9095 398.8820 262.2444 465.9828 539.2739 385.6995 57.744 6.020
762 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 669.6102 548.4114 329.1047 393.1612 260.8893 461.8413 533.5559 384.0688 54.953 5.525
763 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 666.0864 547.0777 326.9873 389.5712 260.6434 459.5771 530.0071 383.8476 47.774 4.633
764 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 708.5235 566.9809 360.6199 440.4440 272.8976 496.9902 582.5730 400.8423 46.192 4.328
765 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 695.6174 560.5744 349.8767 424.5256 269.0942 485.1467 566.6568 395.5172 47.815 4.331
766 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 691.5014 557.9508 346.2745 419.6168 267.3179 481.1079 561.6561 393.3602 46.755 4.095
767 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 689.6142 556.0413 344.2558 417.1523 266.0175 478.8438 559.3792 391.6878 47.663 4.037
768 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 648.0814 534.8923 311.2650 367.9947 252.4792 441.7355 508.6972 372.7390 33.925 2.777
769 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 679.2478 554.7110 334.2505 400.6394 263.9826 469.1252 544.5872 389.4331 39.196 3.107
770 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 705.2167 540.8274 361.0661 452.8227 258.9587 490.3821 587.8983 380.8309 38.883 2.986
771 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 677.3303 526.8417 338.2006 419.1771 250.5848 464.9802 553.6725 368.9460 45.272 3.368
772 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 592.8378 519.0863 269.7008 297.2887 242.5926 397.3805 437.7166 359.4144 40.855 2.940
773 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 588.9679 517.7565 267.5827 293.1279 242.4307 395.3917 433.6769 359.4321 45.356 3.158
774 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 586.3389 513.1946 265.8054 292.1417 239.7221 393.3039 432.5761 356.1577 49.960 3.365
775 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 621.1368 524.0032 290.8721 334.3534 246.5183 421.6814 477.2222 366.4053 51.856 3.380
776 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 629.6188 513.2466 300.9233 357.0730 242.5415 429.2529 495.9869 360.6501 51.687 3.261
777 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 608.7237 511.8767 284.1717 326.7276 240.9123 414.5379 469.1499 360.0105 53.527 3.270
778 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 611.9943 497.2013 287.8903 341.0914 233.0549 416.1819 481.0796 349.6383 56.959 3.367
779 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 589.8889 493.4996 271.9298 312.5375 230.9591 401.6815 454.9621 348.4129 60.505 3.459
780 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 545.6044 467.7117 243.4452 270.1519 217.1091 369.2061 409.7183 329.8594 59.438 3.284
781 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 531.9696 453.7146 235.2703 261.6222 209.3570 359.9303 400.2095 320.6537 66.585 3.552
782 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 518.6073 440.3533 228.2033 254.1239 202.7895 351.9261 391.7702 312.9387 64.009 3.295
783 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 510.4734 428.5711 224.0740 251.2728 197.4319 347.6349 389.2569 306.6383 70.170 3.485
784 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 492.1293 409.4808 212.8691 239.6621 186.7074 334.8085 376.3809 293.7873 73.940 3.542
785 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 477.6448 397.7729 206.9298 232.4069 182.1421 328.1035 367.6050 289.1542 73.804 3.407
786 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 463.5048 379.3241 197.9249 224.7444 171.8378 317.4727 359.0528 276.3103 77.265 3.438
787 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 451.9622 363.6264 191.0359 219.2856 163.5556 309.6759 353.3665 266.2889 90.016 3.859
788 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 439.1646 352.2477 184.9282 212.2759 158.3919 302.9514 345.7480 260.5371 94.709 3.911
789 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 426.1277 334.4587 176.4265 205.3012 148.3862 292.6938 337.8533 247.8513 96.056 3.820
790 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 416.4404 325.2865 171.7477 200.2201 144.1382 287.9245 332.7655 243.5049 91.528 3.506
791 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 406.5421 313.6880 166.2408 194.9832 138.3725 281.2024 326.8181 236.0761 84.532 3.120
792 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 397.5575 304.3073 161.3885 190.1897 133.4560 275.3306 321.2963 229.9530 74.170 2.640
793 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 389.5066 300.2909 158.6815 185.8212 132.3838 272.4084 316.0801 229.5342 91.623 3.147
794 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 379.6995 291.0729 153.1426 179.8392 127.2405 265.3408 308.6107 222.9830 77.733 2.576
795 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 377.1997 279.5558 149.5307 179.3640 120.4143 260.8124 308.8876 213.5332 61.632 1.972
796 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 371.8123 277.4883 148.4672 177.2730 120.3061 259.4988 305.5944 214.3546 58.986 1.824
797 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 376.5402 273.3936 145.2668 176.2122 114.8935 262.6249 313.4809 212.6451 7.557 0.226
798 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 390.5085 284.7732 152.3312 183.4738 121.7146 278.7651 331.3637 227.0917 29.089 0.843
799 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 383.8407 281.2494 150.3062 180.6101 120.4782 272.7054 323.6632 222.8606 -1.000 -0.028
800 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 359.6484 264.2169 141.5046 169.9166 113.5244 250.5660 296.7385 205.6903 -1.000 -0.027
801 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 356.6237 261.0123 139.7919 168.0827 111.8908 248.3205 294.4137 203.5486 -1.000 -0.026
802 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 353.6303 257.7888 138.0934 166.2850 110.2544 246.0718 292.0827 201.3810 -1.000 -0.026
803 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 350.8295 254.6598 136.4849 164.6099 108.6795 243.9155 289.8883 199.2330 -1.000 -0.025
804 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 347.9652 251.6338 134.8723 162.8885 107.1475 241.8316 287.6931 197.2053 -1.000 -0.024
805 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 345.1105 248.5345 133.2559 161.1902 105.5871 239.7134 285.4717 195.1078 -1.000 -0.024
806 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 342.2245 245.3846 131.6196 159.4729 104.0090 237.5716 283.2446 192.9526 -1.000 -0.023
807 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 339.1895 242.2350 129.9505 157.6870 102.4375 235.3654 280.8926 190.7937 -1.000 -0.022
808 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 336.4648 239.4330 128.4540 156.0720 101.0433 233.3962 278.7979 188.8600 -1.000 -0.022
809 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 333.7150 236.4502 126.9211 154.4726 99.5604 231.3354 276.6307 186.8197 -1.000 -0.021
810 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 331.1170 233.5668 125.4567 152.9605 98.1286 229.3708 274.5933 184.8504 -1.000 -0.021
811 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 328.3608 230.7256 123.9546 151.3521 96.7211 227.3578 272.4608 182.8944 -1.000 -0.020
812 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 325.8413 227.9246 122.5406 149.8946 95.3374 225.4385 270.4840 180.9733 -1.000 -0.019
813 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 323.3203 224.9853 121.0856 148.4228 93.8856 223.4868 268.5468 178.9535 -1.000 -0.019
814 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 320.8024 222.3845 119.7335 146.9774 92.6144 221.5987 266.5508 177.1307 -1.000 -0.019
815 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 318.0958 219.6051 118.2847 145.4240 91.2568 219.6010 264.4457 175.2034 -1.000 -0.018
816 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 315.6402 216.9142 116.9383 144.0273 89.9445 217.7154 262.5148 173.3256 -1.000 -0.018
817 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 313.1909 214.1351 115.5753 142.6405 88.5872 215.8153 260.5881 171.4167 -1.000 -0.017
818 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 310.8110 211.6208 114.3051 141.2958 87.3752 214.0054 258.7205 169.6372 -1.000 -0.017
819 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 308.4277 209.0261 113.0105 139.9525 86.1111 212.1761 256.8270 167.8462 -1.000 -0.016
820 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 306.2124 206.3901 111.7629 138.7040 84.8447 210.3938 255.0990 165.9827 -1.000 -0.016
821 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 303.7875 203.8989 110.4871 137.3329 83.6474 208.5773 253.2007 164.2318 -1.000 -0.016
822 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 301.6038 201.2369 109.2581 136.1318 82.3692 206.7972 251.4618 162.3850 -1.000 -0.015
823 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 299.2883 198.7892 108.0261 134.8285 81.1911 205.0508 249.6522 160.6849 -1.000 -0.015
824 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 296.9518 196.1919 106.7978 133.5667 79.9773 203.2101 247.8001 158.8344 -1.000 -0.015
825 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 294.4690 193.9508 105.6123 132.2223 78.9366 201.4311 245.8529 157.2111 -1.000 -0.014
826 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 292.4022 191.6590 104.5351 131.1179 77.8681 199.7778 244.1737 155.5576 -1.000 -0.014
827 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 290.2956 189.1667 103.3959 129.9832 76.7058 198.0601 242.4893 153.7771 -1.000 -0.014
828 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 288.1819 186.8733 102.3044 128.8542 75.6362 196.4220 240.8305 152.1331 -1.000 -0.014
829 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 286.1899 184.6394 101.2651 127.7863 74.6112 194.8211 239.2436 150.4897 -1.000 -0.013
830 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 284.1650 182.4863 100.3373 126.8085 73.7211 193.3605 237.6941 149.0903 -1.000 -0.013
831 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 282.0706 180.2986 99.3822 125.7983 72.8115 191.8675 236.1538 147.6167 -1.000 -0.013
832 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 280.2381 178.3503 98.5398 124.9151 72.0015 190.5485 234.8013 146.3021 -1.000 -0.013
833 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 278.3112 176.2933 97.6503 123.9856 71.1438 189.1299 233.3204 144.9169 -1.000 -0.012
834 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 276.5112 174.2669 96.7996 123.1222 70.2979 187.8265 232.0234 143.5750 -1.000 -0.012
835 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 274.5723 172.1601 95.8945 122.1881 69.4147 186.3682 230.5251 142.1268 -1.000 -0.012
836 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 272.7115 170.1131 95.0203 121.2925 68.5556 184.9941 229.1291 140.7455 -1.000 -0.012
837 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 270.9550 168.0472 94.1674 120.4493 67.6865 183.6317 227.7815 139.3376 -1.000 -0.012
838 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 269.1664 166.1734 93.3458 119.5912 66.8980 182.3027 226.4032 138.0337 -1.000 -0.011
839 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 267.0580 164.0945 92.4019 118.5786 66.0203 180.8219 224.8592 136.5969 -1.000 -0.011
840 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 265.2538 162.0905 91.5481 117.7130 65.1731 179.4597 223.4956 135.2143 -1.000 -0.011
841 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 263.2451 160.3582 90.7024 116.7523 64.4426 178.0919 221.9975 133.9680 -1.000 -0.011
842 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 261.6047 158.4298 89.9018 115.9698 63.6200 176.7666 220.7368 132.5587 -1.000 -0.011
843 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 259.8686 156.6084 89.1004 115.1396 62.8469 175.4425 219.4226 131.2112 -1.000 -0.011
844 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 257.8518 154.7091 88.2098 114.1738 62.0341 173.9617 217.8607 129.8039 -1.000 -0.010
845 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 256.1150 152.7979 87.3842 113.3450 61.2125 172.6118 216.5388 128.4122 -1.000 -0.010
846 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 254.3569 151.0389 86.5895 112.5089 60.4624 171.2650 215.1661 127.0825 -1.000 -0.010
847 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 252.6226 149.0287 85.7428 111.6831 59.5967 169.8585 213.8410 125.5814 -1.000 -0.010
848 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 250.8234 147.1477 84.9074 110.8293 58.7844 168.5114 212.5414 124.1786 -1.000 -0.010
849 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 248.9070 145.3983 84.0741 109.9177 58.0364 167.0917 211.0530 122.8252 -1.000 -0.010
850 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 247.2914 143.6612 83.3145 109.1548 57.2830 165.8189 209.7980 121.5247 -1.000 -0.010
851 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 245.4268 141.8625 82.4836 108.2679 56.5136 164.4026 208.3760 120.1104 -1.000 -0.009
852 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 243.4812 140.1570 81.6404 107.3292 55.7724 163.0241 206.9136 118.8182 -1.000 -0.009
853 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 241.6541 138.3417 80.8011 106.4428 54.9847 161.6135 205.4879 117.4225 -1.000 -0.009
854 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 240.0470 136.7207 80.0619 105.6682 54.2849 160.3392 204.2037 116.1593 -1.000 -0.009
855 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 238.0651 135.1568 79.2409 104.7056 53.6133 158.9374 202.6582 114.9141 -1.000 -0.009
856 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 236.2998 133.5247 78.4567 103.8535 52.9014 157.6001 201.2531 113.6520 -1.000 -0.009
857 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 234.4216 131.8920 77.6474 102.9449 52.1968 156.2030 199.7679 112.3541 -1.000 -0.009
858 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 232.6409 130.2117 76.8439 102.0786 51.4601 154.8752 198.4203 111.0546 -1.000 -0.009
859 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 230.9649 128.6565 76.1054 101.2725 50.7929 153.5525 197.0486 109.7903 -1.000 -0.009
860 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 229.2373 127.2039 75.4391 100.5075 50.2302 152.3198 195.7362 108.6480 -1.000 -0.009
861 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 227.3425 125.7420 74.7380 99.6727 49.6686 150.9527 194.2378 107.4259 -1.000 -0.008
862 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 225.6381 124.4263 74.1088 98.9260 49.1613 149.7353 192.9020 106.3383 -1.000 -0.008
863 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 223.8347 123.0897 73.4455 98.1192 48.6470 148.4753 191.5206 105.2123 -1.000 -0.008
864 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 222.1104 121.9564 72.8464 97.3589 48.2145 147.3113 190.1629 104.2565 -1.000 -0.008
865 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 220.4060 120.5165 72.1880 96.6060 47.6535 146.0370 188.8198 103.0585 -1.000 -0.008
866 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 218.5324 119.1659 71.5052 95.7710 47.1275 144.7065 187.3257 101.9039 -1.000 -0.008
867 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 216.7979 117.9120 70.8694 94.9950 46.6359 143.5183 186.0190 100.8443 -1.000 -0.008
868 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 214.9094 116.8300 70.2344 94.1493 46.2172 142.2889 184.5079 99.9130 -1.000 -0.008
869 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 213.2162 115.5299 69.6005 93.3941 45.7073 141.0523 183.1659 98.7891 -1.000 -0.008
870 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 211.5479 114.3270 68.9903 92.6490 45.2346 139.8781 181.8440 97.7710 -1.000 -0.008
871 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 209.5980 113.0657 68.3017 91.7729 44.7377 138.5882 180.3745 96.6728 -1.000 -0.008
872 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 207.7388 111.6812 67.6074 90.9347 44.1893 137.2504 178.8823 95.4971 -1.000 -0.008
873 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 205.8543 110.5719 67.0007 90.1302 43.7838 136.0064 177.4087 94.4945 -1.000 -0.008
874 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 203.9033 109.4951 66.3851 89.2994 43.3860 134.6897 175.7463 93.5371 -1.000 -0.008
875 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 202.0710 108.2464 65.7568 88.5031 42.9271 133.3651 174.2264 92.4153 -1.000 -0.008
876 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 200.2367 107.1007 65.1490 87.7112 42.5045 132.0685 172.6575 91.3995 -1.000 -0.008
877 50 24 NaN AGO AO 24.0 4 Country/Area 911 Angola ... 198.4373 106.1350 64.5819 86.9334 42.1497 130.8818 171.1746 90.5186 -1.000 -0.008
878 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 444.9786 357.1922 166.5779 196.6230 139.2345 303.2142 355.5529 261.0330 -0.128 -2.812
879 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 438.8644 350.3853 163.1333 193.2493 135.7450 299.1837 351.1774 256.3138 -0.158 -3.399
880 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 433.1879 343.4221 159.7275 190.0172 132.2577 294.8180 346.8282 251.0778 -0.183 -3.856
881 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 425.2415 338.7056 156.2522 185.2303 130.1342 290.3663 339.8946 248.1765 -0.214 -4.418
882 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 418.1930 331.4278 152.1335 180.8557 126.3523 284.6505 333.6291 242.3085 -0.237 -4.796
883 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 412.7761 323.7590 148.8136 177.9549 122.6985 280.2007 329.7874 236.6096 -0.261 -5.178
884 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 404.5976 318.2509 145.3796 173.2585 120.4492 275.5335 322.9147 233.3687 -0.282 -5.487
885 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 399.2213 309.9542 142.0810 170.5755 116.5865 270.9581 319.3361 227.1394 -0.298 -5.686
886 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 391.5266 302.6016 138.5389 166.5486 113.4830 265.8678 313.4261 222.1931 -0.311 -5.821
887 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 382.7971 293.7412 134.6561 162.3504 109.8840 259.9830 307.1432 216.2369 -0.329 -6.039
888 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 371.8180 285.6392 130.7755 157.0998 107.2352 253.5674 298.8111 211.4621 -0.361 -6.500
889 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 359.6891 273.3249 125.9789 152.0485 102.6466 245.8450 290.9185 203.8963 -0.685 -12.102
890 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 347.7710 260.8661 121.4340 147.2645 98.3306 238.1399 283.2126 196.2424 -0.714 -12.443
891 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 333.0948 248.5870 116.4030 141.1442 94.3178 229.3258 272.9616 189.0050 -0.735 -12.637
892 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 320.7826 233.5944 111.4242 136.6396 88.9702 220.4479 265.3475 179.0619 -0.546 -9.262
893 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 305.8983 220.7354 106.4013 130.7550 84.8474 211.3323 255.0539 171.2840 -0.553 -9.231
894 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 291.6434 208.6297 101.6521 125.2149 81.0008 202.7791 245.2078 163.9317 -0.514 -8.445
895 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 278.5063 196.6395 97.0670 120.1701 77.0470 194.5374 236.1408 156.2908 -0.438 -7.086
896 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 266.3183 186.4129 93.0261 115.5162 73.7437 187.2091 227.6861 149.8426 -0.340 -5.416
897 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 254.3363 175.1525 88.5543 110.7318 69.6997 178.9119 218.9148 141.8813 -0.244 -3.825
898 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 247.1961 168.2276 86.2729 108.3613 67.6729 174.6647 214.5737 137.7935 -0.862 -13.291
899 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 238.9755 159.6499 83.0469 105.1489 64.5908 168.5095 208.6778 131.5829 -1.203 -18.404
900 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 233.0043 155.6927 81.4478 102.9630 63.6895 165.4539 204.7088 129.5905 -1.422 -21.743
901 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 226.1826 152.3319 79.6226 100.1060 62.9539 161.9627 199.5092 127.8845 -1.430 -21.941
902 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 221.5478 146.3642 77.5196 98.3544 60.8051 158.0776 196.4135 123.3884 -1.335 -20.577
903 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 217.7904 143.1857 76.3443 96.9489 60.0320 155.9234 193.9917 121.5744 -1.203 -18.612
904 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 209.8456 139.9898 74.1621 93.2998 59.1897 151.6700 187.3285 119.6231 -1.063 -16.468
905 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 207.0670 137.1388 73.2854 92.3637 58.4964 150.0342 185.7955 117.9747 -0.945 -14.623
906 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 203.4764 132.3084 71.6126 90.9608 56.7254 146.8516 183.3538 114.2481 -0.890 -13.742
907 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 200.7992 129.9434 70.8307 90.0268 56.1639 145.2984 181.7729 112.9133 -0.848 -13.031
908 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 197.4180 128.4112 70.0517 88.6507 55.9462 143.6335 179.2984 112.2891 -0.828 -12.688
909 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 194.4921 126.5152 69.2061 87.4943 55.4625 141.8451 177.1886 111.1912 -0.811 -12.388
910 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 192.8003 124.4835 68.5109 86.9214 54.8025 140.3756 176.1423 109.7994 -0.793 -12.083
911 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 191.2273 124.4307 68.3685 86.3710 55.0629 139.8780 175.0822 110.2423 -0.759 -11.533
912 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 189.6786 123.6708 67.9749 85.7845 54.8875 138.9203 173.8963 109.8809 -1.208 -18.313
913 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 188.4612 122.8338 67.8838 85.3192 54.5847 138.1720 172.8949 109.3238 -1.302 -19.806
914 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 187.8738 122.5964 68.0852 85.1694 54.5047 138.0126 172.4478 109.2454 -1.224 -18.735
915 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 187.5632 122.1067 68.2317 85.1383 54.2250 137.8618 172.1668 108.8238 -1.231 -18.945
916 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 186.6969 122.5560 68.4569 84.8208 54.3671 137.9912 171.2610 109.2577 -1.224 -18.942
917 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 186.9480 124.7985 69.2246 84.8655 55.2904 138.9387 170.8131 110.7620 -1.181 -18.380
918 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 185.1501 123.3393 68.7247 84.2970 54.4449 138.1738 169.4174 109.7867 -1.145 -17.915
919 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 185.0146 124.1124 69.0320 84.3798 54.6212 138.7244 169.0468 110.3464 0.223 3.514
920 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 185.6549 123.7380 69.0542 84.8594 54.1958 138.5646 169.4005 109.7366 0.405 6.281
921 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 182.4334 124.8909 68.3966 83.2793 54.5322 137.2459 165.8601 110.6179 0.484 7.381
922 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 182.1914 122.7705 67.6233 83.2267 53.2148 135.7017 165.2998 108.2344 0.513 7.679
923 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 182.8969 122.0163 67.3040 83.4018 52.5492 134.7971 165.1838 106.6753 0.528 7.749
924 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 181.7814 118.3982 66.0390 82.9655 50.5999 132.7491 164.3986 103.5085 0.478 6.871
925 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 181.3674 116.3608 65.1689 82.5692 49.4047 131.2967 163.8871 101.4538 0.493 6.947
926 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 182.1172 115.2913 64.6303 82.4123 48.5996 130.4346 164.1645 99.8993 0.465 6.431
927 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 178.4840 112.8595 62.5864 79.8853 47.0724 127.4578 160.6694 97.6469 0.390 5.297
928 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 177.2697 108.8050 60.6666 78.5517 44.7311 125.4953 160.2226 94.4309 0.271 3.614
929 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 172.7232 104.4250 57.7093 75.2556 42.2026 121.3772 156.0586 90.3928 0.148 1.945
930 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 166.3737 101.9557 54.8392 71.0608 40.6024 117.5182 150.1974 88.3501 0.051 0.661
931 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 163.9664 105.4988 54.4038 68.8126 41.7643 118.6811 148.3329 92.3331 0.041 0.525
932 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 159.7666 105.9251 52.7603 65.7289 41.3720 117.4021 144.7642 93.2229 0.101 1.280
933 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 161.5303 102.5196 51.4884 65.4778 39.1881 117.0196 147.1584 90.2853 0.202 2.532
934 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 163.4151 102.6775 51.0429 65.2413 38.5587 118.5658 149.6475 90.8587 0.314 3.889
935 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 160.0991 99.0684 48.6704 62.7127 36.3300 115.6807 146.9487 87.7658 0.372 4.546
936 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 157.4035 96.1768 46.7139 60.6273 34.4822 113.4624 144.8381 85.3707 0.369 4.440
937 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 153.5845 93.8685 44.8599 58.3338 32.9835 110.9824 141.6436 83.4957 0.338 4.007
938 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 150.7493 92.0022 43.5025 56.7206 31.7933 109.1267 139.3698 82.0840 0.295 3.451
939 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 146.3493 88.9763 41.6849 54.5591 30.2253 105.8499 135.4784 79.5178 0.247 2.852
940 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 142.4373 86.0107 40.1247 52.7558 28.7958 102.8786 132.0686 77.0277 0.203 2.319
941 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 138.7978 82.9306 38.7044 51.2050 27.4089 99.9871 128.9078 74.3454 0.156 1.765
942 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 134.5512 79.5357 37.2169 49.5456 26.0222 96.6446 125.1168 71.3524 0.108 1.211
943 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 130.2160 79.1297 36.3749 47.9371 25.8351 94.7262 121.1635 71.2645 0.060 0.667
944 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 126.0507 75.9235 35.1235 46.4968 24.7118 91.3720 117.3340 68.3793 0.016 0.177
945 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 122.6060 74.1757 34.4071 45.4141 24.2839 88.9091 114.0533 66.7178 0.000 0.000
946 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 118.4642 70.3669 33.1854 44.1691 23.0304 85.4025 110.4042 63.3843 0.000 0.000
947 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 114.6622 67.5807 32.2931 43.0660 22.2709 82.4319 106.9002 60.8709 0.000 0.000
948 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 111.5770 65.1379 31.7207 42.4594 21.6628 79.8915 104.0025 58.5443 0.000 0.000
949 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 107.6293 63.1993 30.6893 41.0807 20.9136 77.3588 100.4077 56.8793 0.000 0.000
950 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 112.2292 67.0361 31.5481 41.6180 22.0019 81.5653 104.9126 60.7274 0.000 0.000
951 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 110.1504 65.8870 30.9926 40.8274 21.6409 80.2074 103.0370 59.7287 0.000 0.000
952 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 108.0793 64.7500 30.4457 40.0385 21.2859 78.8178 101.1599 58.7473 0.000 0.000
953 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 106.0484 63.6273 29.9169 39.2666 20.9346 77.4386 99.3224 57.7759 0.000 0.000
954 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 104.0705 62.5604 29.4036 38.5127 20.5985 76.1182 97.5221 56.8446 0.000 0.000
955 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 102.0072 61.4856 28.8691 37.7288 20.2613 74.7752 95.6479 55.9117 0.000 0.000
956 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 100.0568 60.4403 28.3574 36.9887 19.9332 73.5095 93.8756 55.0031 0.000 0.000
957 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 98.1480 59.4228 27.8531 36.2648 19.6111 72.2866 92.1384 54.1100 0.000 0.000
958 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 96.1273 58.4035 27.3209 35.4996 19.2900 71.0128 90.2965 53.2204 0.000 0.000
959 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 94.1896 57.3846 26.8030 34.7654 18.9682 69.7558 88.5253 52.3288 0.000 0.000
960 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 92.2971 56.4269 26.3106 34.0507 18.6642 68.5216 86.8009 51.4835 0.000 0.000
961 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 90.4127 55.4724 25.8177 33.3378 18.3625 67.2714 85.0735 50.6465 0.000 0.000
962 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 88.6207 54.5730 25.3447 32.6604 18.0764 66.1028 83.4306 49.8520 0.000 0.000
963 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 86.7175 53.6792 24.8568 31.9438 17.7916 64.9144 81.6873 49.0610 0.000 0.000
964 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 84.9404 52.7499 24.3907 31.2731 17.4961 63.7636 80.0528 48.2417 0.000 0.000
965 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 83.1663 51.8886 23.9334 30.6054 17.2212 62.6267 78.4246 47.4761 0.000 0.000
966 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 81.3942 51.0062 23.4690 29.9389 16.9401 61.4727 76.7954 46.6963 0.000 0.000
967 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 79.6698 50.1676 23.0150 29.2897 16.6712 60.3424 75.2030 45.9500 0.000 0.000
968 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 78.0913 49.4112 22.6097 28.7025 16.4329 59.2886 73.7419 45.2739 0.000 0.000
969 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 76.4971 48.6368 22.2003 28.1111 16.1873 58.2184 72.2682 44.5817 0.000 0.000
970 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 74.8947 47.9030 21.7885 27.5148 15.9532 57.1784 70.7800 43.9201 0.000 0.000
971 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 73.3535 47.1142 21.3803 26.9416 15.7035 56.1399 69.3495 43.2169 0.000 0.000
972 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 71.8965 46.3712 20.9958 26.4004 15.4672 55.1410 67.9956 42.5490 0.000 0.000
973 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 70.3797 45.6350 20.5976 25.8366 15.2321 54.1308 66.5825 41.8883 0.000 0.000
974 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 69.1063 44.9272 20.2532 25.3690 15.0089 53.2599 65.3962 41.2497 0.000 0.000
975 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 67.8879 44.2508 19.9196 24.9163 14.7936 52.4133 64.2458 40.6370 0.000 0.000
976 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 66.5957 43.5712 19.5734 24.4397 14.5788 51.5250 63.0364 40.0239 0.000 0.000
977 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 65.3757 42.8832 19.2403 23.9920 14.3610 50.6551 61.8977 39.4006 0.000 0.000
978 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 64.1868 42.2199 18.9160 23.5560 14.1505 49.8202 60.7866 38.8013 0.000 0.000
979 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 63.0860 41.5639 18.6089 23.1513 13.9424 49.0351 59.7562 38.2060 0.000 0.000
980 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 61.9734 40.9149 18.3003 22.7422 13.7357 48.2314 58.7139 37.6187 0.000 0.000
981 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 60.8826 40.2761 17.9973 22.3413 13.5324 47.4417 57.6915 37.0380 0.000 0.000
982 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 59.8316 39.6483 17.7021 21.9529 13.3318 46.6785 56.7032 36.4691 0.000 0.000
983 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 58.8356 39.0253 17.4185 21.5860 13.1328 45.9353 55.7684 35.9018 0.000 0.000
984 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 57.8700 38.4306 17.1442 21.2292 12.9425 45.2165 54.8598 35.3626 0.000 0.000
985 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 56.9361 37.7942 16.8689 20.8843 12.7379 44.4907 53.9809 34.7819 0.000 0.000
986 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 56.0111 37.2220 16.6054 20.5421 12.5548 43.7954 53.1095 34.2599 0.000 0.000
987 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 55.0873 36.6197 16.3370 20.2010 12.3604 43.0877 52.2392 33.7124 0.000 0.000
988 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 54.2272 36.0457 16.0854 19.8837 12.1757 42.4200 51.4291 33.1880 0.000 0.000
989 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 53.3806 35.4710 15.8357 19.5716 11.9898 41.7596 50.6314 32.6654 0.000 0.000
990 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 52.5156 34.9030 15.5828 19.2506 11.8063 41.0905 49.8133 32.1457 0.000 0.000
991 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 51.7267 34.3408 15.3457 18.9602 11.6237 40.4630 49.0699 31.6341 0.000 0.000
992 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 50.8785 33.7607 15.0952 18.6477 11.4366 39.7977 48.2699 31.1041 0.000 0.000
993 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 50.0917 33.2438 14.8643 18.3560 11.2679 39.1874 47.5252 30.6291 0.000 0.000
994 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 49.2838 32.7000 14.6269 18.0587 11.0919 38.5584 46.7630 30.1344 0.000 0.000
995 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 48.5263 32.2108 14.4060 17.7780 10.9324 37.9735 46.0456 29.6834 0.000 0.000
996 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 47.7356 31.6701 14.1725 17.4873 10.7574 37.3515 45.2993 29.1868 0.000 0.000
997 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 47.0248 31.1882 13.9608 17.2234 10.5992 36.7926 44.6246 28.7450 0.000 0.000
998 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 46.2832 30.6471 13.7362 16.9513 10.4233 36.1935 43.9249 28.2474 0.000 0.000
999 206 28 NaN ATG AG 28.0 4 Country/Area 915 Antigua and Barbuda ... 45.5746 30.1483 13.5230 16.6891 10.2603 35.6271 43.2531 27.7876 0.000 0.000

1000 rows × 67 columns

In [11]:
loc_id = 4  

loc_data = data[data['LocID'] == loc_id]

mean_pop_growth = loc_data['PopGrowthRate'].mean()
std_pop_growth = loc_data['PopGrowthRate'].std()

lower_bound = mean_pop_growth - 2 * std_pop_growth
upper_bound = mean_pop_growth + 2 * std_pop_growth

plt.figure(figsize=(12, 6))
sns.histplot(loc_data['PopGrowthRate'], bins=30, kde=True, color='blue', alpha=0.5)

plt.axvline(lower_bound, color='red', linestyle='--', linewidth=2, label=f'Lower Bound ({lower_bound:.2f})')
plt.axvline(upper_bound, color='red', linestyle='--', linewidth=2, label=f'Upper Bound ({upper_bound:.2f})')


outliers = loc_data[(loc_data['PopGrowthRate'] < lower_bound) | (loc_data['PopGrowthRate'] > upper_bound)]
sns.scatterplot(x=outliers['PopGrowthRate'], y=[0] * len(outliers), color='orange', s=100, label='Outliers')


plt.title(f'Population Growth Rate Histogram for LocID {loc_id}')
plt.xlabel('Population Growth Rate')
plt.ylabel('Frequency')
plt.legend()

plt.show()
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
In [12]:
filtered_data_cleaned['PopGrowthRate'].describe()
Out[12]:
count    41919.000000
mean         0.908537
std          1.322409
min         -5.961000
25%         -0.043000
50%          0.662000
75%          1.803500
max         11.613000
Name: PopGrowthRate, dtype: float64
In [13]:
filtered_data_cleaned.shape
Out[13]:
(41919, 67)
In [14]:
filtered_data_cleaned.isnull().sum()
Out[14]:
SortOrder                     0
LocID                         0
Notes                     30916
ISO3_code                  7300
ISO2_code                  7449
SDMX_code                   600
LocTypeID                     0
LocTypeName                   0
ParentID                      0
Location                      0
VarID                         0
Variant                       0
Time                          0
TPopulation1Jan               0
TPopulation1July              0
TPopulationMale1July          0
TPopulationFemale1July        0
PopDensity                    0
PopSexRatio                   0
MedianAgePop                  0
NatChange                     0
NatChangeRT                   0
PopChange                     0
PopGrowthRate                 0
DoublingTime              18713
Births                        0
Births1519                    0
CBR                           0
TFR                           0
NRR                           0
MAC                           0
SRB                           0
Deaths                        0
DeathsMale                    0
DeathsFemale                  0
CDR                           0
LEx                           0
LExMale                       0
LExFemale                     0
LE15                          0
LE15Male                      0
LE15Female                    0
LE65                          0
LE65Male                      0
LE65Female                    0
LE80                          0
LE80Male                      0
LE80Female                    0
InfantDeaths                  0
IMR                           0
LBsurvivingAge1               0
Under5Deaths                  0
Q5                            0
Q0040                         0
Q0040Male                     0
Q0040Female                   0
Q0060                         0
Q0060Male                     0
Q0060Female                   0
Q1550                         0
Q1550Male                     0
Q1550Female                   0
Q1560                         0
Q1560Male                     0
Q1560Female                   0
NetMigrations                 0
CNMR                          0
dtype: int64
In [15]:
featureNames = ['LocID','TPopulation1July', 'TPopulationMale1July',
                'TPopulationFemale1July', 'PopDensity', 'PopSexRatio', 'MedianAgePop',
                'NatChange', 'NatChangeRT', 'PopChange', 'Births', 'Births1519', 'CBR', 'TFR', 'NRR', 'MAC',
                'Deaths', 'DeathsMale', 'DeathsFemale', 'CDR', 'LEx', 'LExMale',
                'LExFemale', 'LE15', 'LE15Male', 'LE15Female', 'LE65', 'LE65Male',
                'LE65Female', 'LE80', 'LE80Male', 'LE80Female', 'InfantDeaths', 'IMR',
                'LBsurvivingAge1', 'Under5Deaths', 'Q5', 'Q0040', 'Q0040Male',
                'Q0040Female', 'Q0060', 'Q0060Male', 'Q0060Female', 'Q1550',
                'Q1550Male', 'Q1550Female', 'Q1560', 'Q1560Male', 'Q1560Female',
                'CNMR']


id_values = [np.NaN, np.inf, -np.inf]


missingRows = filtered_data_cleaned[featureNames].applymap(lambda x: x in id_values).any(axis=1)


num_missing_rows = missingRows.sum()

print(f"Number of rows with NaN, Inf, or -Inf in the specified columns: {num_missing_rows}")
if num_missing_rows > 0:
    print(f"Rows with problematic values: \n{filtered_data_cleaned[missingRows]}")


cleanTable = filtered_data_cleaned[~missingRows]


print(cleanTable)
print(f"Original number of rows: {len(filtered_data_cleaned)}, After cleaning: {len(cleanTable)}")
C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\3280926872.py:16: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.
  missingRows = filtered_data_cleaned[featureNames].applymap(lambda x: x in id_values).any(axis=1)
Number of rows with NaN, Inf, or -Inf in the specified columns: 0
IOPub data rate exceeded.
The notebook server will temporarily stop sending output
to the client in order to avoid crashing it.
To change this limit, set the config variable
`--NotebookApp.iopub_data_rate_limit`.

Current values:
NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)
NotebookApp.rate_limit_window=3.0 (secs)

In [16]:
cleanTable = cleanTable[cleanTable['CNMR'] != 0]

print(f"Original number of rows: {len(filtered_data_cleaned)}, After cleaning: {len(cleanTable)}")
Original number of rows: 41919, After cleaning: 39178
In [17]:
cleanTable.shape
Out[17]:
(39178, 67)
In [18]:
cleanTable.describe()
Out[18]:
SortOrder LocID SDMX_code LocTypeID ParentID VarID Time TPopulation1Jan TPopulation1July TPopulationMale1July ... Q0060Male Q0060Female Q1550 Q1550Male Q1550Female Q1560 Q1560Male Q1560Female NetMigrations CNMR
count 39178.000000 39178.000000 38578.000000 39178.000000 39178.000000 39178.0 39178.000000 3.917800e+04 3.917800e+04 3.917800e+04 ... 39178.000000 39178.000000 39178.000000 39178.000000 39178.000000 39178.000000 39178.000000 39178.000000 39178.00000 39178.000000
mean 145.431084 607.874011 407.784022 4.352570 1233.737174 2.0 2025.495712 2.378975e+05 2.387601e+05 1.195247e+05 ... 230.837740 166.998693 88.428233 104.626551 71.727028 160.904170 191.571806 129.283070 -30.42988 -0.332051
std 82.637703 583.100571 269.975660 1.971314 1014.909431 0.0 42.961021 8.729664e+05 8.752657e+05 4.389921e+05 ... 170.004569 156.701362 81.965625 89.337382 76.055099 118.591979 128.855813 110.283398 438.39173 7.304151
min 3.000000 4.000000 2.000000 2.000000 902.000000 2.0 1950.000000 5.080000e-01 5.100000e-01 2.460000e-01 ... 7.665600 3.686800 2.164700 2.904400 1.328700 5.556600 7.446900 3.576300 -8636.20200 -83.684000
25% 74.000000 266.000000 156.000000 4.000000 914.000000 2.0 1989.000000 9.260297e+02 9.291273e+02 4.621785e+02 ... 91.653350 51.050025 28.519375 36.793700 19.488350 65.921325 84.937175 45.568225 -17.19225 -1.562750
50% 145.000000 528.000000 412.000000 4.000000 922.000000 2.0 2025.000000 8.768489e+03 8.801207e+03 4.350736e+03 ... 195.355350 111.663300 62.979200 81.294900 43.247000 135.960800 173.245300 95.633650 -1.00000 -0.262000
75% 216.000000 800.000000 642.000000 4.000000 931.000000 2.0 2063.000000 5.490729e+04 5.517629e+04 2.722408e+04 ... 322.996825 228.314050 118.418150 143.881350 92.922100 222.371400 266.495325 177.595850 2.40900 1.122000
max 290.000000 5501.000000 914.000000 13.000000 5501.000000 2.0 2100.000000 9.254143e+06 9.254019e+06 4.608232e+06 ... 987.465600 918.279600 815.209100 944.593400 692.573700 895.405600 977.741300 816.105200 7674.48400 102.987000

8 rows × 61 columns

In [19]:
cleanTable.to_csv('demographiccleaned.csv')

Data exploration and visualizations¶

In [20]:
cleanTable1 = pd.read_csv('demographiccleaned.csv')
C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\4216480803.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  cleanTable1 = pd.read_csv('demographiccleaned.csv')
In [21]:
cleanTable1.head(5)
Out[21]:
Unnamed: 0 SortOrder LocID Notes ISO3_code ISO2_code SDMX_code LocTypeID LocTypeName ParentID ... Q0060Male Q0060Female Q1550 Q1550Male Q1550Female Q1560 Q1560Male Q1560Female NetMigrations CNMR
0 0 108 4 NaN AFG AF 4.0 4 Country/Area 5501 ... 821.7257 791.6154 471.1456 483.2220 455.6758 639.3338 660.2852 611.0236 6.161 0.824
1 1 108 4 NaN AFG AF 4.0 4 Country/Area 5501 ... 818.9690 788.6250 468.0905 480.2197 452.7227 636.0979 657.2306 607.8925 4.903 0.648
2 2 108 4 NaN AFG AF 4.0 4 Country/Area 5501 ... 813.4744 782.5637 462.1612 474.4185 446.8132 629.8848 651.3446 601.5991 0.145 0.019
3 3 108 4 NaN AFG AF 4.0 4 Country/Area 5501 ... 808.0105 776.4088 456.3798 468.8737 440.9133 623.8254 645.7408 595.2785 -8.867 -1.141
4 4 108 4 NaN AFG AF 4.0 4 Country/Area 5501 ... 805.0122 773.6825 454.5300 466.7038 439.6024 621.7429 643.5345 593.6795 -6.837 -0.869

5 rows × 68 columns

In [22]:
cleanTable1.shape
Out[22]:
(39178, 68)

Visualizing Births and PopGrowthRate¶

In [23]:
num_bins = 10


cleanTable1['Births_bins'] = pd.qcut(cleanTable1['Births'], q=num_bins, labels=False)

mean_births = cleanTable1.groupby('Births_bins')['Births'].mean().reset_index(name='Mean_Births')
mean_pop_growth_rate = cleanTable1.groupby('Births_bins')['PopGrowthRate'].mean().reset_index(name='Mean_PopGrowthRate')

mean_data = pd.merge(mean_births, mean_pop_growth_rate, on='Births_bins')

print(mean_data)
   Births_bins   Mean_Births  Mean_PopGrowthRate
0            0      0.401062            0.497282
1            1      3.639682            0.798059
2            2     15.773058            0.628595
3            3     51.530818            0.710153
4            4    111.104414            0.959732
5            5    242.310801            1.182692
6            6    485.780847            1.191205
7            7    991.883790            1.222170
8            8   3516.045759            1.151328
9            9  36062.827977            1.120715
In [24]:
mean_data = pd.DataFrame({
    'Births_bins': range(10),
    'Mean_Births': [0.401062, 3.639682, 15.773058, 51.530818, 111.104414, 242.310801, 485.780847, 991.883790, 3516.045759, 36062.827977],
    'Mean_PopGrowthRate': [0.497282, 0.798059, 0.628595, 0.710153, 0.959732, 1.182692, 1.191205, 1.222170, 1.151328, 1.120715]
})

plt.figure(figsize=(15, 6))
sns.lineplot(x='Mean_Births', y='Mean_PopGrowthRate', data=mean_data, marker='o',color= 'red')
plt.xscale('log')
plt.title('Population Growth Rate vs. Mean Births (Log Scale)')
plt.xlabel('Mean Births (Log Scale)')
plt.ylabel('Population Growth Rate')

for i in range(len(mean_data)):
    plt.text(mean_data['Mean_Births'][i], mean_data['Mean_PopGrowthRate'][i], f'{mean_data["Mean_Births"][i]:.2f}', fontsize=9, ha='right')

plt.legend()
plt.ylim(0.4, 1.3)
plt.show()
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
In [25]:
num_bins = 10

cleanTable1['CBR_bins'] = pd.qcut(cleanTable1['CBR'], q=num_bins, labels=False)

mean_CBR = cleanTable1.groupby('CBR_bins')['CBR'].mean().reset_index(name='Mean_CBR')
mean_pop_growth_rate = cleanTable1.groupby('CBR_bins')['PopGrowthRate'].mean().reset_index(name='Mean_PopGrowthRate')

mean_data = pd.merge(mean_CBR, mean_pop_growth_rate, on='CBR_bins')

print(mean_data)
   CBR_bins   Mean_CBR  Mean_PopGrowthRate
0         0   7.349779           -0.558307
1         1   8.926760           -0.181752
2         2  10.139721            0.037646
3         3  11.996449            0.287861
4         4  14.392417            0.576625
5         5  17.349866            0.913562
6         6  21.643419            1.341940
7         7  28.325936            1.873668
8         8  37.591556            2.442710
9         9  47.025663            2.728525
In [26]:
mean_data_cbr = pd.DataFrame({
    'CBR_bins': range(10),
    'Mean_CBR': [7.349779, 8.926760, 10.139721, 11.996449, 14.392417, 17.349866, 21.643419, 28.325936, 37.591556, 47.025663],
    'Mean_PopGrowthRate': [-0.558307, -0.181752, 0.037646, 0.287861, 0.576625, 0.913562, 1.341940, 1.873668, 2.442710, 2.728525]
})

plt.figure(figsize=(10, 6))
sns.lineplot(x='Mean_CBR', y='Mean_PopGrowthRate', data=mean_data_cbr, marker='o', color='green')  # Change color here
plt.xscale('log')
plt.title('Population Growth Rate vs. Mean Crude Birth Rate (Log Scale)')
plt.xlabel('Mean Crude Birth Rate (Log Scale)')
plt.ylabel('Population Growth Rate')

for i in range(len(mean_data_cbr)):
    plt.text(mean_data_cbr['Mean_CBR'][i], mean_data_cbr['Mean_PopGrowthRate'][i], f'{mean_data_cbr["Mean_CBR"][i]:.2f}', fontsize=9, ha='right')

plt.legend()
plt.ylim(-0.7, 3)
plt.show()
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

Visualizing Deaths and PopGrowthRate¶

In [27]:
num_bins = 10


cleanTable1['Deaths_bins'] = pd.qcut(cleanTable1['Deaths'], q=num_bins, labels=False)


mean_deaths = cleanTable1.groupby('Deaths_bins')['Deaths'].mean().reset_index(name='Mean_Deaths')
mean_pop_growth_rate = cleanTable1.groupby('Deaths_bins')['PopGrowthRate'].mean().reset_index(name='Mean_PopGrowthRate')


mean_data = pd.merge(mean_deaths, mean_pop_growth_rate, on='Deaths_bins')

print(mean_data)
   Deaths_bins   Mean_Deaths  Mean_PopGrowthRate
0            0      0.296098            0.795016
1            1      1.791742            0.981557
2            2     10.115783            1.052903
3            3     31.832900            0.793397
4            4     67.563670            1.059193
5            5    124.472065            0.988427
6            6    247.652093            1.303459
7            7    553.395487            0.768191
8            8   1967.985504            0.902036
9            9  20921.633076            0.817702
In [28]:
mean_data_deaths = pd.DataFrame({
    'Deaths_bins': range(10),
    'Mean_Deaths':[0.296098, 1.791742, 10.115783, 31.832900, 67.563670, 124.472065, 247.652093, 553.395487, 1967.985504, 20921.633076],
    'Mean_PopGrowthRate': [0.795016, 0.981557, 1.052903, 0.793397, 1.059193, 0.988427, 1.303459, 0.768191, 0.902036, 0.817702]
})

plt.figure(figsize=(10, 6))
sns.lineplot(x='Mean_Deaths', y='Mean_PopGrowthRate', data=mean_data_deaths, marker='o', color='purple')  # Change color here
plt.xscale('log')
plt.title('Population Growth Rate vs. Mean Deaths (Log Scale)')
plt.xlabel('Mean Deaths (Log Scale)')
plt.ylabel('Population Growth Rate')


for i in range(len(mean_data_deaths)):
    plt.text(mean_data_deaths['Mean_Deaths'][i], mean_data_deaths['Mean_PopGrowthRate'][i], f'{mean_data_deaths["Mean_Deaths"][i]:.2f}', fontsize=9, ha='right')

plt.legend()
plt.ylim(0.7, 1.4)
plt.show()
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
In [29]:
num_bins = 10

cleanTable1['CDR_bins'] = pd.qcut(cleanTable1['CDR'], q=num_bins, labels=False)


mean_CDR = cleanTable1.groupby('CDR_bins')['CDR'].mean().reset_index(name='Mean_CDR')
mean_pop_growth_rate = cleanTable1.groupby('CDR_bins')['PopGrowthRate'].mean().reset_index(name='Mean_PopGrowthRate')


mean_data = pd.merge(mean_CDR, mean_pop_growth_rate, on='CDR_bins')

print(mean_data)
   CDR_bins   Mean_CDR  Mean_PopGrowthRate
0         0   4.937629            1.822297
1         1   6.570400            1.334611
2         2   7.493827            1.219665
3         3   8.436262            1.011749
4         4   9.367810            0.751597
5         5  10.289675            0.635900
6         6  11.381839            0.455341
7         7  12.706110            0.261691
8         8  14.696864            0.275056
9         9  20.733257            1.693042
In [30]:
mean_data_cdr = pd.DataFrame({
    'CDR_bins': range(10),
    'Mean_CDR':[4.937629, 6.570400, 7.493827, 8.436262, 9.367810, 10.289675, 11.381839, 12.706110, 14.696864, 20.733257],
    'Mean_PopGrowthRate': [1.822297, 1.334611, 1.219665, 1.011749, 0.751597, 0.635900, 0.455341, 0.261691, 0.275056, 1.693042]
})


plt.figure(figsize=(15, 6))
sns.lineplot(x='Mean_CDR', y='Mean_PopGrowthRate', data=mean_data_cdr, marker='o', color='orange')  # Change color here
plt.xscale('log')
plt.title('Population Growth Rate vs. Mean Crude Death Rate (Log Scale)')
plt.xlabel('Mean Crude Death Rate (Log Scale)')
plt.ylabel('Population Growth Rate')


for i in range(len(mean_data_cdr)):
    plt.text(mean_data_cdr['Mean_CDR'][i], mean_data_cdr['Mean_PopGrowthRate'][i], f'{mean_data_cdr["Mean_CDR"][i]:.2f}', fontsize=9, ha='right')

plt.legend()
plt.ylim(0.2, 1.9)
plt.show()
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

Visualizing Migrations and PopGrowthRate¶

In [31]:
num_bins = 10


cleanTable1['NetMigrations_bins'] = pd.qcut(cleanTable1['NetMigrations'], q=num_bins, labels=False)


mean_NetMigrations = cleanTable1.groupby('NetMigrations_bins')['NetMigrations'].mean().reset_index(name='Mean_NetMigrations')
mean_pop_growth_rate = cleanTable1.groupby('NetMigrations_bins')['PopGrowthRate'].mean().reset_index(name='Mean_PopGrowthRate')


mean_data = pd.merge(mean_NetMigrations, mean_pop_growth_rate, on='NetMigrations_bins')

print(mean_data)
   NetMigrations_bins  Mean_NetMigrations  Mean_PopGrowthRate
0                   0         -730.715942            1.049261
1                   1          -58.479304            0.978901
2                   2          -16.826987            1.018760
3                   3           -6.066235            0.818604
4                   4           -2.062255            0.837724
5                   5           -0.434459            0.457533
6                   6            0.207173            0.794335
7                   7            2.970710            1.406520
8                   8           23.404584            1.120087
9                   9          485.986644            0.937569
In [32]:
mean_data_net_migrations = pd.DataFrame({
    'NetMigrations_bins': range(10),
    'Mean_NetMigrations': [-730.715942, -58.479304, -16.826987, -6.066235, -2.062255, -0.434459, 0.207173, 2.970710, 23.404584, 485.986644],
    'Mean_PopGrowthRate': [1.049261, 0.978901, 1.018760, 0.818604, 0.837724, 0.457533, 0.794335, 1.406520, 1.120087, 0.937569]
})


plt.figure(figsize=(16, 7))
sns.lineplot(x='Mean_NetMigrations', y='Mean_PopGrowthRate', data=mean_data_net_migrations, marker='o', color='purple')  # Change color here
plt.title('Population Growth Rate vs. Mean Net Migrations (Log Scale)')
plt.xlabel('Mean Net Migrations (Log Scale)')
plt.ylabel('Population Growth Rate')


for i in range(len(mean_data_net_migrations)):
    plt.text(mean_data_net_migrations['Mean_NetMigrations'][i], mean_data_net_migrations['Mean_PopGrowthRate'][i], f'{mean_data_net_migrations["Mean_NetMigrations"][i]:.2f}', fontsize=9, ha='right')

plt.legend()
plt.ylim(0.4, 1.5)
plt.show()
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
In [33]:
num_bins = 10

cleanTable1['CNMR_bins'] = pd.qcut(cleanTable1['CNMR'], q=num_bins, labels=False)

mean_CNMR = cleanTable1.groupby('CNMR_bins')['CNMR'].mean().reset_index(name='Mean_CNMR')
mean_pop_growth_rate = cleanTable1.groupby('CNMR_bins')['PopGrowthRate'].mean().reset_index(name='Mean_PopGrowthRate')

mean_data = pd.merge(mean_CNMR, mean_pop_growth_rate, on='CNMR_bins')

print(mean_data)
   CNMR_bins  Mean_CNMR  Mean_PopGrowthRate
0          0 -12.779520            0.555761
1          1  -3.517351            1.020758
2          2  -1.594371            1.000683
3          3  -0.745859            0.824845
4          4  -0.367910            0.711285
5          5  -0.161931            0.845018
6          6   0.224606            1.054013
7          7   1.180704            0.630534
8          8   2.836202            0.670506
9          9  11.611860            2.148991
In [34]:
mean_data_cnmr = pd.DataFrame({
    'CNMR_bins': range(10),
    'Mean_CNMR': [-12.779520, -3.517351, -1.594371, -0.745859, -0.367910, -0.161931, 0.224606, 1.180704, 2.836202, 11.611860],
    'Mean_PopGrowthRate': [0.555761, 1.020758, 1.000683, 0.824845, 0.711285, 0.845018, 1.054013, 0.630534, 0.670506, 2.148991]
})


plt.figure(figsize=(15, 6))
sns.lineplot(x='Mean_CNMR', y='Mean_PopGrowthRate', data=mean_data_cnmr, marker='o', color='blue')  # Change color here
plt.title('Population Growth Rate vs. Mean Crude Net Migration Rate (Log Scale)')
plt.xlabel('Mean Crude Net Migration Rate (Log Scale)')
plt.ylabel('Population Growth Rate')


for i in range(len(mean_data_cnmr)):
    plt.text(mean_data_cnmr['Mean_CNMR'][i], mean_data_cnmr['Mean_PopGrowthRate'][i], f'{mean_data_cnmr["Mean_CNMR"][i]:.2f}', fontsize=9, ha='right')

plt.legend()
plt.ylim(0.5, 2.2)
plt.show()
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

Correlation Analysis¶

In [35]:
# First we calculate the pearsons and spearmans correlation coefficents foe a specific one or two locations and see that the correlations are different for different locations.
# Then we calculate the pearsons and spearmans correlation for all the loc ids and take the weighted average for all the loc ids for all the variables.
# After this we plot graphs and select the variables that have high pearsons and spearmans correlation coefficent values and go ahead with the selected attributes

Pearsons and Spearmans correlation for a specific location ID¶

In [36]:
def calculate_correlations(cleanTable1, LocID, attribute1, attribute2):
   
    location_data = cleanTable1[cleanTable1['LocID'] == locID]

    clean_data = location_data[[attribute1, attribute2]].dropna()
    
    if clean_data.empty:
        print(f"No valid data available to calculate correlation between {attribute1} and {attribute2} for LocID {locID}.")
        return
    
   
    pearson_corr, pearson_p_value = pearsonr(clean_data[attribute1], clean_data[attribute2])
    
    spearman_corr, spearman_p_value = spearmanr(clean_data[attribute1], clean_data[attribute2])
    
    print(f"Location ID: {locID}")
    print(f"Fixed Attribute: {attribute1}")
    print(f"Variable Attribute: {attribute2}")
    print("Pearson Correlation Coefficient:", pearson_corr)
    print("Pearson P-value:", pearson_p_value)
    print("Spearman Correlation Coefficient:", spearman_corr)
    print("Spearman P-value:", spearman_p_value)
    print("\n")
    
    return {
        'pearson_corr': pearson_corr,
        'pearson_p_value': pearson_p_value,
        'spearman_corr': spearman_corr,
        'spearman_p_value': spearman_p_value
    }


locID = 4
attribute1 = 'PopGrowthRate'
attributes = ['TPopulation1July', 'TPopulationMale1July', 'TPopulationFemale1July', 'PopDensity', 'PopSexRatio', 'MedianAgePop',
              'NatChange', 'NatChangeRT', 'PopChange', 'Births', 'Births1519', 'CBR', 'TFR', 'NRR', 'MAC', 'Deaths',
              'DeathsMale', 'DeathsFemale', 'CDR', 'LEx', 'LExMale', 'LExFemale', 'LE15', 'LE15Male', 'LE15Female',
              'LE65', 'LE65Male', 'LE65Female', 'LE80', 'LE80Male', 'LE80Female', 'InfantDeaths', 'IMR', 'LBsurvivingAge1',
              'Q5', 'Q0040', 'Q0040Male', 'Q0040Female', 'Q0060', 'Q0060Male', 'Q0060Female', 'Q1550', 'Q1550Male',
              'Q1550Female', 'Q1560', 'Q1560Male', 'Q1560Female', 'CNMR']


correlations = {}
for attribute2 in attributes:
    correlations[attribute2] = calculate_correlations(data, locID, attribute1, attribute2)
Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: TPopulation1July
Pearson Correlation Coefficient: -0.22410494759126576
Pearson P-value: 0.005670705749552232
Spearman Correlation Coefficient: -0.45674142274452917
Spearman P-value: 3.755147712397892e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: TPopulationMale1July
Pearson Correlation Coefficient: -0.22304141371543298
Pearson P-value: 0.005909358773580144
Spearman Correlation Coefficient: -0.45498122602075997
Spearman P-value: 4.382811202565713e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: TPopulationFemale1July
Pearson Correlation Coefficient: -0.22511254450061502
Pearson P-value: 0.0054525824069435284
Spearman Correlation Coefficient: -0.45770517402001865
Spearman P-value: 3.449153723444579e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: PopDensity
Pearson Correlation Coefficient: -0.22410492824307537
Pearson P-value: 0.005670710011766213
Spearman Correlation Coefficient: -0.45674142274452917
Spearman P-value: 3.755147712397892e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: PopSexRatio
Pearson Correlation Coefficient: 0.05712005280868991
Pearson P-value: 0.48602854284618213
Spearman Correlation Coefficient: 0.4890070486295413
Spearman P-value: 1.8806288645654196e-10


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: MedianAgePop
Pearson Correlation Coefficient: -0.29911034922471386
Pearson P-value: 0.0001908971628792997
Spearman Correlation Coefficient: -0.6680504252794669
Spearman P-value: 7.257153891868354e-21


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: NatChange
Pearson Correlation Coefficient: 0.11443443441049393
Pearson P-value: 0.16178024622881787
Spearman Correlation Coefficient: 0.20313890130619536
Spearman P-value: 0.012363032390494199


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: NatChangeRT
Pearson Correlation Coefficient: 0.3904988715996711
Pearson P-value: 7.162576328502599e-07
Spearman Correlation Coefficient: 0.7429814272942267
Spearman P-value: 9.120165876671176e-28


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: PopChange
Pearson Correlation Coefficient: 0.6762780593662213
Pearson P-value: 1.5949594603996518e-21
Spearman Correlation Coefficient: 0.4663981059587915
Spearman P-value: 1.583148805513982e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Births
Pearson Correlation Coefficient: -0.06722451862294525
Pearson P-value: 0.41214057915288543
Spearman Correlation Coefficient: -0.19872986882166052
Spearman P-value: 0.014437464293182862


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Births1519
Pearson Correlation Coefficient: 0.2814556202392669
Pearson P-value: 0.0004637067907558098
Spearman Correlation Coefficient: 0.5641779053486852
Spearman P-value: 4.571940560013063e-14


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: CBR
Pearson Correlation Coefficient: 0.22510381815263003
Pearson P-value: 0.0054544388321424
Spearman Correlation Coefficient: 0.5669907345686489
Spearman P-value: 3.2111264597846543e-14


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: TFR
Pearson Correlation Coefficient: 0.20888532257666007
Pearson P-value: 0.010054333885522721
Spearman Correlation Coefficient: 0.53231660187943
Spearman P-value: 2.0014133412055058e-12


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: NRR
Pearson Correlation Coefficient: 0.3483327055840773
Pearson P-value: 1.171212054089679e-05
Spearman Correlation Coefficient: 0.674519583931577
Spearman P-value: 2.2139491511384416e-21


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: MAC
Pearson Correlation Coefficient: 0.07020413165246062
Pearson P-value: 0.3916817087198561
Spearman Correlation Coefficient: 0.1534363317946989
Spearman P-value: 0.05997965371169829


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Deaths
Pearson Correlation Coefficient: -0.3041896652715055
Pearson P-value: 0.0001462976446330789
Spearman Correlation Coefficient: -0.7061601710703573
Spearman P-value: 4.193617576053061e-24


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: DeathsMale
Pearson Correlation Coefficient: -0.3095803846955463
Pearson P-value: 0.00010971398008470878
Spearman Correlation Coefficient: -0.6873481067866907
Spearman P-value: 1.919043728441998e-22


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: DeathsFemale
Pearson Correlation Coefficient: -0.2962654664165395
Pearson P-value: 0.00022110766467966063
Spearman Correlation Coefficient: -0.7104589669390697
Spearman P-value: 1.6772513465179025e-24


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: CDR
Pearson Correlation Coefficient: -0.06432207684795951
Pearson P-value: 0.43266010818917217
Spearman Correlation Coefficient: -0.016368086762019774
Spearman P-value: 0.8418901160026444


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LEx
Pearson Correlation Coefficient: -0.05365379057393913
Pearson P-value: 0.5129175246306353
Spearman Correlation Coefficient: -0.45710043316541676
Spearman P-value: 3.638222592717137e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LExMale
Pearson Correlation Coefficient: -0.04522643602622863
Pearson P-value: 0.5813486623817186
Spearman Correlation Coefficient: -0.4482733080110694
Spearman P-value: 7.836137940673994e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LExFemale
Pearson Correlation Coefficient: -0.06277031803862597
Pearson P-value: 0.4438664989677102
Spearman Correlation Coefficient: -0.4664486462607611
Spearman P-value: 1.5758965820700385e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE15
Pearson Correlation Coefficient: -0.06097426810300447
Pearson P-value: 0.4570395575250338
Spearman Correlation Coefficient: -0.4374820821560411
Spearman P-value: 1.9444157525370236e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE15Male
Pearson Correlation Coefficient: -0.042565647303911644
Pearson P-value: 0.6037996421196028
Spearman Correlation Coefficient: -0.417525633954179
Spearman P-value: 9.625198711415851e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE15Female
Pearson Correlation Coefficient: -0.08113720212253692
Pearson P-value: 0.3219886830292782
Spearman Correlation Coefficient: -0.4624211070244933
Spearman P-value: 2.266825558028917e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE65
Pearson Correlation Coefficient: -0.11273603022988977
Pearson P-value: 0.1681386088255131
Spearman Correlation Coefficient: -0.44628829408198717
Spearman P-value: 9.284060451841426e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE65Male
Pearson Correlation Coefficient: -0.09258532680798347
Pearson P-value: 0.25818818544250494
Spearman Correlation Coefficient: -0.43999689787128754
Spearman P-value: 1.5777346827664765e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE65Female
Pearson Correlation Coefficient: -0.1278305526812749
Pearson P-value: 0.11777550358860275
Spearman Correlation Coefficient: -0.448243680937501
Spearman P-value: 7.856056194930244e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE80
Pearson Correlation Coefficient: -0.138044179073865
Pearson P-value: 0.09096644073230299
Spearman Correlation Coefficient: -0.45191395252191474
Spearman P-value: 5.7255749534363635e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE80Male
Pearson Correlation Coefficient: -0.10823340578745427
Pearson P-value: 0.18589131114480695
Spearman Correlation Coefficient: -0.4501310998007109
Spearman P-value: 6.6797108437336285e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE80Female
Pearson Correlation Coefficient: -0.15215949723673272
Pearson P-value: 0.06216668337791912
Spearman Correlation Coefficient: -0.45270168412502726
Spearman P-value: 5.347126676583161e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: InfantDeaths
Pearson Correlation Coefficient: 0.14442828672384384
Pearson P-value: 0.0768429719998204
Spearman Correlation Coefficient: 0.5036898777362296
Spearman P-value: 4.327794410015048e-11


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: IMR
Pearson Correlation Coefficient: 0.025274054766762425
Pearson P-value: 0.758050990525537
Spearman Correlation Coefficient: 0.4702792525962508
Spearman P-value: 1.1103156616974576e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LBsurvivingAge1
Pearson Correlation Coefficient: -0.07252004091000407
Pearson P-value: 0.3762095952704235
Spearman Correlation Coefficient: -0.2304480920601189
Spearman P-value: 0.004417774250584835


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q5
Pearson Correlation Coefficient: 0.013119553530207067
Pearson P-value: 0.872973262114036
Spearman Correlation Coefficient: 0.4700387504696369
Spearman P-value: 1.135141656214668e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0040
Pearson Correlation Coefficient: 0.024421589712309306
Pearson P-value: 0.7659717166146652
Spearman Correlation Coefficient: 0.4543764851661581
Spearman P-value: 4.620905789286744e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0040Male
Pearson Correlation Coefficient: 0.01871166058677831
Pearson P-value: 0.8196135938503506
Spearman Correlation Coefficient: 0.4412499488063271
Spearman P-value: 1.4208165542558989e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0040Female
Pearson Correlation Coefficient: 0.030722946815821377
Pearson P-value: 0.7080464132570026
Spearman Correlation Coefficient: 0.4676476713557643
Spearman P-value: 1.4129472598272534e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0060
Pearson Correlation Coefficient: 0.052773163377115774
Pearson P-value: 0.5198690212356117
Spearman Correlation Coefficient: 0.4500979871890757
Spearman P-value: 6.698803963705696e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0060Male
Pearson Correlation Coefficient: 0.0493470090129319
Pearson P-value: 0.5473645442236333
Spearman Correlation Coefficient: 0.43786723411243017
Spearman P-value: 1.8833776523060358e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0060Female
Pearson Correlation Coefficient: 0.059412546143355574
Pearson P-value: 0.4686684610976878
Spearman Correlation Coefficient: 0.4653925282264997
Spearman P-value: 1.7343173924752038e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1550
Pearson Correlation Coefficient: 0.016213871690213943
Pearson P-value: 0.8433605940416449
Spearman Correlation Coefficient: 0.4352896787119801
Spearman P-value: 2.3297544520846563e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1550Male
Pearson Correlation Coefficient: 0.003601367436424468
Pearson P-value: 0.964994686814997
Spearman Correlation Coefficient: 0.4150387025434675
Spearman P-value: 1.1664493677491888e-07


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1550Female
Pearson Correlation Coefficient: 0.03422472730358427
Pearson P-value: 0.6765409330770622
Spearman Correlation Coefficient: 0.4652775054702929
Spearman P-value: 1.7524709719474311e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1560
Pearson Correlation Coefficient: 0.037444913489988026
Pearson P-value: 0.6480539606527735
Spearman Correlation Coefficient: 0.4387072487865457
Spearman P-value: 1.7565765526706528e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1560Male
Pearson Correlation Coefficient: 0.028833720374042478
Pearson P-value: 0.7252556691785672
Spearman Correlation Coefficient: 0.4225482943085382
Spearman P-value: 6.498171078785224e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1560Female
Pearson Correlation Coefficient: 0.05252682277364112
Pearson P-value: 0.5218221588068968
Spearman Correlation Coefficient: 0.4627592042169796
Spearman P-value: 2.1990866262227527e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: CNMR
Pearson Correlation Coefficient: 0.931654559222069
Pearson P-value: 2.1504698954105864e-67
Spearman Correlation Coefficient: 0.24724337267928315
Spearman P-value: 0.0022089949442876643


In [37]:
attributes = list(correlations.keys())
pearson_corrs = [correlations[attr]['pearson_corr'] for attr in attributes]
spearman_corrs = [correlations[attr]['spearman_corr'] for attr in attributes]


plt.figure(figsize=(14, 7))
x = range(len(attributes))

plt.bar(x, pearson_corrs, width=0.4, label='Pearson', align='center')
plt.bar(x, spearman_corrs, width=0.4, label='Spearman', align='edge')

plt.xlabel('Attributes')
plt.ylabel('Correlation Coefficient')
plt.title('Pearson and Spearman Correlation Coefficients for Location ID 4')
plt.xticks(x, attributes, rotation='vertical')
plt.ylim([-1, 1])
plt.legend()
plt.tight_layout()

plt.savefig('correlation_plot_locID_4.png')
plt.show()
In [38]:
def calculate_correlations(cleanTable1, LocID, attribute1, attribute2):
    
    location_data = cleanTable1[cleanTable1['LocID'] == locID]
    
    
    clean_data = location_data[[attribute1, attribute2]].dropna()
    
    if clean_data.empty:
        print(f"No valid data available to calculate correlation between {attribute1} and {attribute2} for LocID {locID}.")
        return
    
    
    pearson_corr, pearson_p_value = pearsonr(clean_data[attribute1], clean_data[attribute2])
    
    
    spearman_corr, spearman_p_value = spearmanr(clean_data[attribute1], clean_data[attribute2])
    
    print(f"Location ID: {locID}")
    print(f"Fixed Attribute: {attribute1}")
    print(f"Variable Attribute: {attribute2}")
    print("Pearson Correlation Coefficient:", pearson_corr)
    print("Pearson P-value:", pearson_p_value)
    print("Spearman Correlation Coefficient:", spearman_corr)
    print("Spearman P-value:", spearman_p_value)
    print("\n")
    
    return {
        'pearson_corr': pearson_corr,
        'pearson_p_value': pearson_p_value,
        'spearman_corr': spearman_corr,
        'spearman_p_value': spearman_p_value
    }


locID = 16
attribute1 = 'PopGrowthRate'
attributes = ['TPopulation1July', 'TPopulationMale1July', 'TPopulationFemale1July', 'PopDensity', 'PopSexRatio', 'MedianAgePop',
              'NatChange', 'NatChangeRT', 'PopChange', 'Births', 'Births1519', 'CBR', 'TFR', 'NRR', 'MAC', 'Deaths',
              'DeathsMale', 'DeathsFemale', 'CDR', 'LEx', 'LExMale', 'LExFemale', 'LE15', 'LE15Male', 'LE15Female',
              'LE65', 'LE65Male', 'LE65Female', 'LE80', 'LE80Male', 'LE80Female', 'InfantDeaths', 'IMR', 'LBsurvivingAge1',
              'Q5', 'Q0040', 'Q0040Male', 'Q0040Female', 'Q0060', 'Q0060Male', 'Q0060Female', 'Q1550', 'Q1550Male',
              'Q1550Female', 'Q1560', 'Q1560Male', 'Q1560Female', 'CNMR']


correlations = {}
for attribute2 in attributes:
    correlations[attribute2] = calculate_correlations(data, locID, attribute1, attribute2)
Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: TPopulation1July
Pearson Correlation Coefficient: 0.19624517578792014
Pearson P-value: 0.015735497573417512
Spearman Correlation Coefficient: 0.3109645633451632
Spearman P-value: 0.00010180796649381548


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: TPopulationMale1July
Pearson Correlation Coefficient: 0.2227191065911806
Pearson P-value: 0.005983431644520492
Spearman Correlation Coefficient: 0.3364456337907115
Spearman P-value: 2.402606276576215e-05


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: TPopulationFemale1July
Pearson Correlation Coefficient: 0.16892843865331073
Pearson P-value: 0.03812542512954611
Spearman Correlation Coefficient: 0.28647513020783716
Spearman P-value: 0.0003623999634987407


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: PopDensity
Pearson Correlation Coefficient: 0.19624303374889776
Pearson P-value: 0.015736659060981404
Spearman Correlation Coefficient: 0.3109645633451632
Spearman P-value: 0.00010180796649381548


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: PopSexRatio
Pearson Correlation Coefficient: 0.4945836827078075
Pearson P-value: 1.0852569006721701e-10
Spearman Correlation Coefficient: 0.48181896606725994
Spearman P-value: 3.7652905335580154e-10


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: MedianAgePop
Pearson Correlation Coefficient: -0.8059313571246552
Pearson P-value: 9.63161196227723e-36
Spearman Correlation Coefficient: -0.8701800370717352
Spearman P-value: 1.183986100842127e-47


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: NatChange
Pearson Correlation Coefficient: 0.7456463024928323
Pearson P-value: 4.684827816578201e-28
Spearman Correlation Coefficient: 0.825536994924803
Spearman P-value: 7.534418837515045e-39


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: NatChangeRT
Pearson Correlation Coefficient: 0.8622413078274659
Pearson P-value: 7.245152700836476e-46
Spearman Correlation Coefficient: 0.8752131628118859
Spearman P-value: 7.559219026297109e-49


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: PopChange
Pearson Correlation Coefficient: 0.9251492718350749
Pearson P-value: 1.4727405509568164e-64
Spearman Correlation Coefficient: 0.9024546674280601
Spearman P-value: 2.3085554799908915e-56


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Births
Pearson Correlation Coefficient: 0.7070112880592021
Pearson P-value: 3.502371368778531e-24
Spearman Correlation Coefficient: 0.7938033834265428
Spearman P-value: 5.412934125202408e-34


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Births1519
Pearson Correlation Coefficient: 0.6553228391738967
Pearson P-value: 6.893102057732655e-20
Spearman Correlation Coefficient: 0.7404267710800937
Spearman P-value: 1.714010039026398e-27


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: CBR
Pearson Correlation Coefficient: 0.8598223774406251
Pearson P-value: 2.4120586670726938e-45
Spearman Correlation Coefficient: 0.8755930871232961
Spearman P-value: 6.112073293608122e-49


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: TFR
Pearson Correlation Coefficient: 0.7998120947813733
Pearson P-value: 7.613205308902098e-35
Spearman Correlation Coefficient: 0.8711490183430384
Spearman P-value: 7.034395369507706e-48


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: NRR
Pearson Correlation Coefficient: 0.8145177344144475
Pearson P-value: 4.661325300875318e-37
Spearman Correlation Coefficient: 0.8709319307504712
Spearman P-value: 7.907601128808197e-48


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: MAC
Pearson Correlation Coefficient: -0.5934455666216459
Pearson P-value: 9.762563839524236e-16
Spearman Correlation Coefficient: -0.6461570367862189
Spearman P-value: 3.264759246698763e-19


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Deaths
Pearson Correlation Coefficient: -0.665807135818581
Pearson P-value: 1.0878271899964826e-20
Spearman Correlation Coefficient: -0.5802427613217013
Spearman P-value: 5.8050082818463e-15


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: DeathsMale
Pearson Correlation Coefficient: -0.5817413542058136
Pearson P-value: 4.760737674793999e-15
Spearman Correlation Coefficient: -0.488893579811571
Spearman P-value: 1.901590149806391e-10


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: DeathsFemale
Pearson Correlation Coefficient: -0.6982390439895896
Pearson P-value: 2.1749550956987557e-23
Spearman Correlation Coefficient: -0.6277564533479575
Spearman P-value: 6.346693414107758e-18


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: CDR
Pearson Correlation Coefficient: -0.7347128770719533
Pearson P-value: 6.845305367928262e-27
Spearman Correlation Coefficient: -0.7693781005030658
Spearman P-value: 8.418726772207843e-31


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LEx
Pearson Correlation Coefficient: -0.7616746605953628
Pearson P-value: 7.102936377532233e-30
Spearman Correlation Coefficient: -0.8620273493250507
Spearman P-value: 8.065821613447028e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LExMale
Pearson Correlation Coefficient: -0.7874179234685853
Pearson P-value: 4.057399576369841e-33
Spearman Correlation Coefficient: -0.855007463424314
Spearman P-value: 2.4751353818699947e-44


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LExFemale
Pearson Correlation Coefficient: -0.7123402605866904
Pearson P-value: 1.1172064494399472e-24
Spearman Correlation Coefficient: -0.8519593550726784
Spearman P-value: 1.0352490655066116e-43


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE15
Pearson Correlation Coefficient: -0.7620820280484534
Pearson P-value: 6.358291040421911e-30
Spearman Correlation Coefficient: -0.8602671495336544
Spearman P-value: 1.9367838393585785e-45


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE15Male
Pearson Correlation Coefficient: -0.7839453255352412
Pearson P-value: 1.178866699839626e-32
Spearman Correlation Coefficient: -0.8510252292427889
Spearman P-value: 1.5947944353473813e-43


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE15Female
Pearson Correlation Coefficient: -0.709958166547548
Pearson P-value: 1.867824210815319e-24
Spearman Correlation Coefficient: -0.8212865666285468
Spearman P-value: 3.82507417911544e-38


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE65
Pearson Correlation Coefficient: -0.699823929078893
Pearson P-value: 1.5714219409362694e-23
Spearman Correlation Coefficient: -0.7657921428807127
Spearman P-value: 2.2951411396013362e-30


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE65Male
Pearson Correlation Coefficient: -0.6735713697830253
Pearson P-value: 2.6397131992732817e-21
Spearman Correlation Coefficient: -0.7095748768973623
Spearman P-value: 2.0278698870692487e-24


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE65Female
Pearson Correlation Coefficient: -0.6844976928879023
Pearson P-value: 3.3402395902994353e-22
Spearman Correlation Coefficient: -0.7505742438988181
Spearman P-value: 1.3369014303004048e-28


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE80
Pearson Correlation Coefficient: -0.6065414067079561
Pearson P-value: 1.534171267629104e-16
Spearman Correlation Coefficient: -0.5718075002012872
Spearman P-value: 1.7397887974913335e-14


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE80Male
Pearson Correlation Coefficient: -0.5143330674504762
Pearson P-value: 1.4270102213103368e-11
Spearman Correlation Coefficient: -0.40802476827806267
Spearman P-value: 1.9889964087826343e-07


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE80Female
Pearson Correlation Coefficient: -0.600875321969795
Pearson P-value: 3.452287611013499e-16
Spearman Correlation Coefficient: -0.6106068686201974
Spearman P-value: 8.487762871321142e-17


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: InfantDeaths
Pearson Correlation Coefficient: 0.7799370808333753
Pearson P-value: 3.9410686347025956e-32
Spearman Correlation Coefficient: 0.8555192963931675
Spearman P-value: 1.9402279428732598e-44


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: IMR
Pearson Correlation Coefficient: 0.6436050349131512
Pearson P-value: 4.986933582863292e-19
Spearman Correlation Coefficient: 0.8623776465112591
Spearman P-value: 6.76568061886688e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LBsurvivingAge1
Pearson Correlation Coefficient: 0.6994442960516083
Pearson P-value: 1.6989825641856887e-23
Spearman Correlation Coefficient: 0.78727631423134
Spearman P-value: 4.239420817124333e-33


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q5
Pearson Correlation Coefficient: 0.6463226377978776
Pearson P-value: 3.1757920817384853e-19
Spearman Correlation Coefficient: 0.8636567224018775
Spearman P-value: 3.546309515425662e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0040
Pearson Correlation Coefficient: 0.7011329117278039
Pearson P-value: 1.1995246623013083e-23
Spearman Correlation Coefficient: 0.8651259980667361
Spearman P-value: 1.6749070460258974e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0040Male
Pearson Correlation Coefficient: 0.7408704845769891
Pearson P-value: 1.5369235000500593e-27
Spearman Correlation Coefficient: 0.8666648658051548
Spearman P-value: 7.561976070502499e-47


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0040Female
Pearson Correlation Coefficient: 0.6385771584418443
Pearson P-value: 1.1357118669895522e-18
Spearman Correlation Coefficient: 0.862933590801809
Spearman P-value: 5.1135978173667895e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0060
Pearson Correlation Coefficient: 0.7541674241407527
Pearson P-value: 5.259281730669094e-29
Spearman Correlation Coefficient: 0.8642772680683105
Spearman P-value: 2.5861098430522904e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0060Male
Pearson Correlation Coefficient: 0.7943223336396912
Pearson P-value: 4.581218931598087e-34
Spearman Correlation Coefficient: 0.8638590027713451
Spearman P-value: 3.200004086496975e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0060Female
Pearson Correlation Coefficient: 0.6720119526155192
Pearson P-value: 3.52023098978999e-21
Spearman Correlation Coefficient: 0.8601486410328475
Spearman P-value: 2.0535606174773013e-45


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1550
Pearson Correlation Coefficient: 0.7490029461529375
Pearson P-value: 2.000414135250365e-28
Spearman Correlation Coefficient: 0.8653281596269361
Spearman P-value: 1.5096102743912169e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1550Male
Pearson Correlation Coefficient: 0.7934783378403832
Pearson P-value: 6.007686723105665e-34
Spearman Correlation Coefficient: 0.8652427637954724
Spearman P-value: 1.57737719124062e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1550Female
Pearson Correlation Coefficient: 0.6517694199589655
Pearson P-value: 1.2677358865677598e-19
Spearman Correlation Coefficient: 0.8587404811997306
Spearman P-value: 4.100680194765336e-45


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1560
Pearson Correlation Coefficient: 0.7649960924523556
Pearson P-value: 2.860530294593626e-30
Spearman Correlation Coefficient: 0.8643400078628553
Spearman P-value: 2.5046372957707456e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1560Male
Pearson Correlation Coefficient: 0.8040518945487327
Pearson P-value: 1.8316284397243975e-35
Spearman Correlation Coefficient: 0.863320486201502
Spearman P-value: 4.205301671578352e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1560Female
Pearson Correlation Coefficient: 0.6725219904577903
Pearson P-value: 3.204545489384425e-21
Spearman Correlation Coefficient: 0.8520708924852026
Spearman P-value: 9.829952237966004e-44


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: CNMR
Pearson Correlation Coefficient: 0.5984537084549658
Pearson P-value: 4.858858245435693e-16
Spearman Correlation Coefficient: 0.5388267832715777
Spearman P-value: 9.547914165718166e-13


In [39]:
attributes = list(correlations.keys())
pearson_corrs = [correlations[attr]['pearson_corr'] for attr in attributes]
spearman_corrs = [correlations[attr]['spearman_corr'] for attr in attributes]


plt.figure(figsize=(14, 7))
x = range(len(attributes))

plt.bar(x, pearson_corrs, width=0.4, label='Pearson', align='center')
plt.bar(x, spearman_corrs, width=0.4, label='Spearman', align='edge')

plt.xlabel('Attributes')
plt.ylabel('Correlation Coefficient')
plt.title('Pearson and Spearman Correlation Coefficients for Location ID 16')
plt.xticks(x, attributes, rotation='vertical')
plt.ylim([-1, 1])
plt.legend()
plt.tight_layout()


plt.savefig('correlation_plot_locID_16.png')
plt.show()

Overall Weighted pearsons and spearmans correlation¶

In [40]:
def calculate_pearson_correlation(cleanTable1, attribute1, attribute2):
    correlations = []
    
    unique_locations = cleanTable1['LocID'].unique()
    
    for locationID in unique_locations:
       
        location_data = cleanTable1[cleanTable1['LocID'] == locationID]
        
      
        clean_data1 = location_data[[attribute1, attribute2]].dropna()
        
        if clean_data1.empty:
            continue
        
        
        pearson_corr, _ = pearsonr(clean_data1[attribute1], clean_data1[attribute2])
        
        correlations.append((locationID, pearson_corr, len(clean_data1)))
    
    return correlations


def calculate_spearman_correlation(cleanTable1, attribute1, attribute2):
    correlations = []
    
    
    unique_locations = cleanTable1['LocID'].unique()
    
    for locationID in unique_locations:
        
        location_data = cleanTable1[cleanTable1['LocID'] == locationID]
        
        
        clean_data1 = location_data[[attribute1, attribute2]].dropna()
        
        if clean_data1.empty:
            continue
        
        
        spearman_corr, _ = spearmanr(clean_data1[attribute1], clean_data1[attribute2])
        
        
        correlations.append((locationID, spearman_corr, len(clean_data1)))
    
    return correlations


def weighted_average_correlation(correlations):
    total_weight = sum(weight for _, _, weight in correlations)
    weighted_sum = sum(corr * weight for _, corr, weight in correlations)
    
    if total_weight == 0:
        return None
    
    return weighted_sum / total_weight

attribute1 = 'PopGrowthRate'
attributes = ['TPopulation1July', 'TPopulationMale1July', 'TPopulationFemale1July', 'PopDensity', 'PopSexRatio', 'MedianAgePop',
              'NatChange', 'NatChangeRT', 'PopChange', 'Births', 'Births1519', 'CBR', 'TFR', 'NRR', 'MAC', 'Deaths',
              'DeathsMale', 'DeathsFemale', 'CDR', 'LEx', 'LExMale', 'LExFemale', 'LE15', 'LE15Male', 'LE15Female',
              'LE65', 'LE65Male', 'LE65Female', 'LE80', 'LE80Male', 'LE80Female', 'InfantDeaths', 'IMR', 'LBsurvivingAge1',
              'Q5', 'Q0040', 'Q0040Male', 'Q0040Female', 'Q0060', 'Q0060Male', 'Q0060Female', 'Q1550', 'Q1550Male',
              'Q1550Female', 'Q1560', 'Q1560Male', 'Q1560Female', 'CNMR']



for attribute2 in attributes:
    pearson_correlations = calculate_pearson_correlation(cleanTable1, attribute1, attribute2)
    spearman_correlations = calculate_spearman_correlation(cleanTable1, attribute1, attribute2)
    
    pearson_weighted_avg_corr = weighted_average_correlation(pearson_correlations)
    spearman_weighted_avg_corr = weighted_average_correlation(spearman_correlations)
    
    print(f"Weighted Average Pearson Correlation between {attribute1} and {attribute2}: {pearson_weighted_avg_corr}")
    print(f"Weighted Average Spearman Correlation between {attribute1} and {attribute2}: {spearman_weighted_avg_corr}")
    print("\n")
Weighted Average Pearson Correlation between PopGrowthRate and TPopulation1July: -0.6070118852816061
Weighted Average Spearman Correlation between PopGrowthRate and TPopulation1July: -0.5312823178519203


Weighted Average Pearson Correlation between PopGrowthRate and TPopulationMale1July: -0.6057417321963567
Weighted Average Spearman Correlation between PopGrowthRate and TPopulationMale1July: -0.5311917392223584


Weighted Average Pearson Correlation between PopGrowthRate and TPopulationFemale1July: -0.6067765247026501
Weighted Average Spearman Correlation between PopGrowthRate and TPopulationFemale1July: -0.530996260036963


Weighted Average Pearson Correlation between PopGrowthRate and PopDensity: -0.6070132122659229
Weighted Average Spearman Correlation between PopGrowthRate and PopDensity: -0.5312755049896628


Weighted Average Pearson Correlation between PopGrowthRate and PopSexRatio: 0.19445083977374844
Weighted Average Spearman Correlation between PopGrowthRate and PopSexRatio: 0.17998028006678243


Weighted Average Pearson Correlation between PopGrowthRate and MedianAgePop: -0.8434445586895536
Weighted Average Spearman Correlation between PopGrowthRate and MedianAgePop: -0.8469568483177289


Weighted Average Pearson Correlation between PopGrowthRate and NatChange: 0.5422785130503727
Weighted Average Spearman Correlation between PopGrowthRate and NatChange: 0.5554040511390309


Weighted Average Pearson Correlation between PopGrowthRate and NatChangeRT: 0.8826544639672341
Weighted Average Spearman Correlation between PopGrowthRate and NatChangeRT: 0.8887166862854946


Weighted Average Pearson Correlation between PopGrowthRate and PopChange: 0.6491568038025067
Weighted Average Spearman Correlation between PopGrowthRate and PopChange: 0.6507342655790666


Weighted Average Pearson Correlation between PopGrowthRate and Births: 0.18833186785425904
Weighted Average Spearman Correlation between PopGrowthRate and Births: 0.21860534593573083


C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4424: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(msg))
C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4921: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(warn_msg))
Weighted Average Pearson Correlation between PopGrowthRate and Births1519: nan
Weighted Average Spearman Correlation between PopGrowthRate and Births1519: nan


Weighted Average Pearson Correlation between PopGrowthRate and CBR: 0.8182859872957431
Weighted Average Spearman Correlation between PopGrowthRate and CBR: 0.8304453396457203


Weighted Average Pearson Correlation between PopGrowthRate and TFR: 0.7412452010076435
Weighted Average Spearman Correlation between PopGrowthRate and TFR: 0.6883428654001184


Weighted Average Pearson Correlation between PopGrowthRate and NRR: 0.7688206411322379
Weighted Average Spearman Correlation between PopGrowthRate and NRR: 0.6972237914949105


Weighted Average Pearson Correlation between PopGrowthRate and MAC: -0.27197623156710077
Weighted Average Spearman Correlation between PopGrowthRate and MAC: -0.3170430830090134


Weighted Average Pearson Correlation between PopGrowthRate and Deaths: -0.7590145261009615
Weighted Average Spearman Correlation between PopGrowthRate and Deaths: -0.7466380293369477


Weighted Average Pearson Correlation between PopGrowthRate and DeathsMale: -0.7536814525602062
Weighted Average Spearman Correlation between PopGrowthRate and DeathsMale: -0.7369441736363447


Weighted Average Pearson Correlation between PopGrowthRate and DeathsFemale: -0.7544790161000736
Weighted Average Spearman Correlation between PopGrowthRate and DeathsFemale: -0.7467347019559744


Weighted Average Pearson Correlation between PopGrowthRate and CDR: -0.13290434333758153
Weighted Average Spearman Correlation between PopGrowthRate and CDR: -0.25253707114360735


Weighted Average Pearson Correlation between PopGrowthRate and LEx: -0.752563580666578
Weighted Average Spearman Correlation between PopGrowthRate and LEx: -0.80774772034162


Weighted Average Pearson Correlation between PopGrowthRate and LExMale: -0.7489450480511662
Weighted Average Spearman Correlation between PopGrowthRate and LExMale: -0.8049813075283885


Weighted Average Pearson Correlation between PopGrowthRate and LExFemale: -0.7550924867221743
Weighted Average Spearman Correlation between PopGrowthRate and LExFemale: -0.8108546221421069


Weighted Average Pearson Correlation between PopGrowthRate and LE15: -0.7610259313588917
Weighted Average Spearman Correlation between PopGrowthRate and LE15: -0.7992024714695715


Weighted Average Pearson Correlation between PopGrowthRate and LE15Male: -0.7509628061789484
Weighted Average Spearman Correlation between PopGrowthRate and LE15Male: -0.7939215462980063


Weighted Average Pearson Correlation between PopGrowthRate and LE15Female: -0.7691244698620701
Weighted Average Spearman Correlation between PopGrowthRate and LE15Female: -0.8034466300103449


Weighted Average Pearson Correlation between PopGrowthRate and LE65: -0.782780190171468
Weighted Average Spearman Correlation between PopGrowthRate and LE65: -0.8006057183987586


Weighted Average Pearson Correlation between PopGrowthRate and LE65Male: -0.7682951962177618
Weighted Average Spearman Correlation between PopGrowthRate and LE65Male: -0.7916053511301642


Weighted Average Pearson Correlation between PopGrowthRate and LE65Female: -0.7899840817859597
Weighted Average Spearman Correlation between PopGrowthRate and LE65Female: -0.8056858512650822


Weighted Average Pearson Correlation between PopGrowthRate and LE80: -0.7833217169439418
Weighted Average Spearman Correlation between PopGrowthRate and LE80: -0.7998353643715226


Weighted Average Pearson Correlation between PopGrowthRate and LE80Male: -0.765757664218807
Weighted Average Spearman Correlation between PopGrowthRate and LE80Male: -0.7874784291108815


Weighted Average Pearson Correlation between PopGrowthRate and LE80Female: -0.7871724707946587
Weighted Average Spearman Correlation between PopGrowthRate and LE80Female: -0.8026101114718328


C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4424: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(msg))
C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4921: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(warn_msg))
Weighted Average Pearson Correlation between PopGrowthRate and InfantDeaths: nan
Weighted Average Spearman Correlation between PopGrowthRate and InfantDeaths: nan


Weighted Average Pearson Correlation between PopGrowthRate and IMR: 0.6811071445746081
Weighted Average Spearman Correlation between PopGrowthRate and IMR: 0.8169193623171958


Weighted Average Pearson Correlation between PopGrowthRate and LBsurvivingAge1: 0.1527529772184683
Weighted Average Spearman Correlation between PopGrowthRate and LBsurvivingAge1: 0.18821240958744753


Weighted Average Pearson Correlation between PopGrowthRate and Q5: 0.6629958744552609
Weighted Average Spearman Correlation between PopGrowthRate and Q5: 0.8167515920138061


Weighted Average Pearson Correlation between PopGrowthRate and Q0040: 0.6936472388308359
Weighted Average Spearman Correlation between PopGrowthRate and Q0040: 0.8115347998111839


Weighted Average Pearson Correlation between PopGrowthRate and Q0040Male: 0.6987414713218278
Weighted Average Spearman Correlation between PopGrowthRate and Q0040Male: 0.8098530977601779


Weighted Average Pearson Correlation between PopGrowthRate and Q0040Female: 0.684040010764051
Weighted Average Spearman Correlation between PopGrowthRate and Q0040Female: 0.81256280497417


Weighted Average Pearson Correlation between PopGrowthRate and Q0060: 0.7288669183868882
Weighted Average Spearman Correlation between PopGrowthRate and Q0060: 0.8031626783257163


Weighted Average Pearson Correlation between PopGrowthRate and Q0060Male: 0.7304266623610454
Weighted Average Spearman Correlation between PopGrowthRate and Q0060Male: 0.7998851931516981


Weighted Average Pearson Correlation between PopGrowthRate and Q0060Female: 0.7246759450528513
Weighted Average Spearman Correlation between PopGrowthRate and Q0060Female: 0.8081330447374891


Weighted Average Pearson Correlation between PopGrowthRate and Q1550: 0.7049036279670007
Weighted Average Spearman Correlation between PopGrowthRate and Q1550: 0.7990239760467953


Weighted Average Pearson Correlation between PopGrowthRate and Q1550Male: 0.7025748224283691
Weighted Average Spearman Correlation between PopGrowthRate and Q1550Male: 0.7946124464243329


Weighted Average Pearson Correlation between PopGrowthRate and Q1550Female: 0.7034134115240364
Weighted Average Spearman Correlation between PopGrowthRate and Q1550Female: 0.80389212314869


Weighted Average Pearson Correlation between PopGrowthRate and Q1560: 0.7260449072894826
Weighted Average Spearman Correlation between PopGrowthRate and Q1560: 0.7959459196544914


Weighted Average Pearson Correlation between PopGrowthRate and Q1560Male: 0.7234116779974336
Weighted Average Spearman Correlation between PopGrowthRate and Q1560Male: 0.791423590780147


Weighted Average Pearson Correlation between PopGrowthRate and Q1560Female: 0.7274152600513101
Weighted Average Spearman Correlation between PopGrowthRate and Q1560Female: 0.8019645585784432


Weighted Average Pearson Correlation between PopGrowthRate and CNMR: 0.16503134609212677
Weighted Average Spearman Correlation between PopGrowthRate and CNMR: 0.052107213685551615


In [41]:
def calculate_pearson_correlation(cleanTable1, attribute1, attribute2):
    correlations = []
    
    
    unique_locations = cleanTable1['LocID'].unique()
    
    for locationID in unique_locations:
        
        location_data = cleanTable1[cleanTable1['LocID'] == locationID]
        
        
        clean_data1 = location_data[[attribute1, attribute2]].dropna()
        
        if clean_data1.empty:
            continue
        
        
        pearson_corr, _ = pearsonr(clean_data1[attribute1], clean_data1[attribute2])
        
        
        correlations.append((locationID, pearson_corr, len(clean_data1)))
    
    return correlations


def calculate_spearman_correlation(cleanTable1, attribute1, attribute2):
    correlations = []
    
    
    unique_locations = cleanTable1['LocID'].unique()
    
    for locationID in unique_locations:
        
        location_data = cleanTable1[cleanTable1['LocID'] == locationID]
        
        
        clean_data1 = location_data[[attribute1, attribute2]].dropna()
        
        if clean_data1.empty:
            continue
        
        
        spearman_corr, _ = spearmanr(clean_data1[attribute1], clean_data1[attribute2])
        
        
        correlations.append((locationID, spearman_corr, len(clean_data1)))
    
    return correlations


def weighted_average_correlation(correlations):
    total_weight = sum(weight for _, _, weight in correlations)
    weighted_sum = sum(corr * weight for _, corr, weight in correlations)
    
    if total_weight == 0:
        return None
    
    return weighted_sum / total_weight


attribute1 = 'PopGrowthRate'
attributes = ['TPopulation1July', 'TPopulationMale1July', 'TPopulationFemale1July', 'PopDensity', 'PopSexRatio', 'MedianAgePop',
              'NatChange', 'NatChangeRT', 'PopChange', 'Births', 'Births1519', 'CBR', 'TFR', 'NRR', 'MAC', 'Deaths',
              'DeathsMale', 'DeathsFemale', 'CDR', 'LEx', 'LExMale', 'LExFemale', 'LE15', 'LE15Male', 'LE15Female',
              'LE65', 'LE65Male', 'LE65Female', 'LE80', 'LE80Male', 'LE80Female', 'InfantDeaths', 'IMR', 'LBsurvivingAge1',
              'Q5', 'Q0040', 'Q0040Male', 'Q0040Female', 'Q0060', 'Q0060Male', 'Q0060Female', 'Q1550', 'Q1550Male',
              'Q1550Female', 'Q1560', 'Q1560Male', 'Q1560Female', 'CNMR']

correlations = {}


for attribute2 in attributes:
    pearson_correlations = calculate_pearson_correlation(cleanTable1, attribute1, attribute2)
    spearman_correlations = calculate_spearman_correlation(cleanTable1, attribute1, attribute2)
    
    pearson_weighted_avg_corr = weighted_average_correlation(pearson_correlations)
    spearman_weighted_avg_corr = weighted_average_correlation(spearman_correlations)
    
    correlations[attribute2] = {
        'pearson_corr': pearson_weighted_avg_corr,
        'spearman_corr': spearman_weighted_avg_corr
    }


attributes_list = list(correlations.keys())
pearson_corrs = [correlations[attr]['pearson_corr'] for attr in attributes_list]
spearman_corrs = [correlations[attr]['spearman_corr'] for attr in attributes_list]


plt.figure(figsize=(14, 7))
x = range(len(attributes_list))

plt.bar(x, pearson_corrs, width=0.4, label="Pearson's", align='center', color='b', alpha=0.7)
plt.bar([i + 0.4 for i in x], spearman_corrs, width=0.4, label="Spearman's", align='center', color='r', alpha=0.7)

plt.xlabel('Attributes')
plt.ylabel('Correlation Coefficient')
plt.title('Pearson and Spearman Correlation Coefficients')
plt.xticks([i + 0.2 for i in x], attributes_list, rotation='vertical')
plt.ylim([-1, 1])
plt.legend()
plt.grid(True, axis='y')
plt.tight_layout()


plt.savefig('correlation_plot_comparison.png')
plt.show()
C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4424: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(msg))
C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4921: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(warn_msg))
C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4424: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(msg))
C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4921: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(warn_msg))

Model Creation¶

Polynomial Regression¶

In [42]:
data_model = pd.read_csv('demographiccleaned.csv')
C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\20130097.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  data_model = pd.read_csv('demographiccleaned.csv')
In [43]:
X = data_model[['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']]
y = data_model['PopGrowthRate']
In [44]:
cv = KFold(n_splits=10, shuffle=True, random_state=0)
In [45]:
model = Pipeline([
    ('scaler', StandardScaler()),       
    ('poly', PolynomialFeatures(degree=2)),
    ('linear', LinearRegression())
])
In [46]:
def evaluate_model(model, X, y, cv):
    mse_scores = []
    mae_scores = []
    rmse_scores = []
    r2_scores = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model.fit(X_train, y_train)
        y_pred = model.predict(X_test)

        mse = mean_squared_error(y_test, y_pred)
        mae = mean_absolute_error(y_test, y_pred)
        rmse = np.sqrt(mse)
        r2 = model.score(X_test, y_test)

        mse_scores.append(mse)
        mae_scores.append(mae)
        rmse_scores.append(rmse)
        r2_scores.append(r2)

    mean_mse = np.mean(mse_scores)
    mean_mae = np.mean(mae_scores)
    mean_rmse = np.mean(rmse_scores)
    mean_r2 = np.mean(r2_scores)

    n = len(y)
    p = X.shape[1]
    adj_r2 = 1 - (1 - mean_r2) * (n - 1) / (n - p - 1)

    return mean_mse, mean_mae, mean_rmse, mean_r2, adj_r2


mse, mae, rmse, r2, adj_r2 = evaluate_model(model, X, y, cv)
print("Model: Polynomial Regression")
print(f"Mean Squared Error (Cross-Validation): {mse:.4f}")
print(f"Mean Absolute Error (Cross-Validation): {mae:.4f}")
print(f"Root Mean Squared Error (Cross-Validation): {rmse:.4f}")
print(f"R-squared (Cross-Validation): {r2:.4f}")
print(f"Adjusted R-squared (Cross-Validation): {adj_r2:.4f}")
print()
Model: Polynomial Regression
Mean Squared Error (Cross-Validation): 0.0991
Mean Absolute Error (Cross-Validation): 0.2368
Root Mean Squared Error (Cross-Validation): 0.3148
R-squared (Cross-Validation): 0.9437
Adjusted R-squared (Cross-Validation): 0.9437

In [47]:
def plot_actual_vs_predicted(model, X, y, cv):
    y_true = []
    y_pred = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model.fit(X_train, y_train)
        y_true.extend(y_test)
        y_pred.extend(model.predict(X_test))

    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6)
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2)
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title('Actual vs. Predicted Values')
    plt.show()


plot_actual_vs_predicted(model, X, y, cv)

Decision Tree Regression¶

In [48]:
data_model2 = pd.read_csv('demographiccleaned.csv')
C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\3739775536.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  data_model2 = pd.read_csv('demographiccleaned.csv')
In [49]:
X = data_model2[['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']]
y = data_model2['PopGrowthRate'] 
In [50]:
cv = KFold(n_splits=10, shuffle=True, random_state=0)
In [51]:
model1 = Pipeline([
    ('scaler', StandardScaler()),        
    ('tree', DecisionTreeRegressor(max_depth=5))  
])
In [52]:
def evaluate_model(model1, X, y, cv):
    mse_scores = []
    mae_scores = []
    rmse_scores = []
    r2_scores = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model1.fit(X_train, y_train)
        y_pred = model1.predict(X_test)

        mse = mean_squared_error(y_test, y_pred)
        mae = mean_absolute_error(y_test, y_pred)
        rmse = np.sqrt(mse)
        r2 = model1.score(X_test, y_test)

        mse_scores.append(mse)
        mae_scores.append(mae)
        rmse_scores.append(rmse)
        r2_scores.append(r2)

    mean_mse = np.mean(mse_scores)
    mean_mae = np.mean(mae_scores)
    mean_rmse = np.mean(rmse_scores)
    mean_r2 = np.mean(r2_scores)

    n = len(y)
    p = X.shape[1]
    adj_r2 = 1 - (1 - mean_r2) * (n - 1) / (n - p - 1)

    return mean_mse, mean_mae, mean_rmse, mean_r2, adj_r2

mse, mae, rmse, r2, adj_r2 = evaluate_model(model1, X, y, cv)
print("Model: Decision Tree Regression")
print(f"Mean Squared Error (Cross-Validation): {mse:.4f}")
print(f"Mean Absolute Error (Cross-Validation): {mae:.4f}")
print(f"Root Mean Squared Error (Cross-Validation): {rmse:.4f}")
print(f"R-squared (Cross-Validation): {r2:.4f}")
print(f"Adjusted R-squared (Cross-Validation): {adj_r2:.4f}")
print()
Model: Decision Tree Regression
Mean Squared Error (Cross-Validation): 0.2119
Mean Absolute Error (Cross-Validation): 0.3461
Root Mean Squared Error (Cross-Validation): 0.4603
R-squared (Cross-Validation): 0.8797
Adjusted R-squared (Cross-Validation): 0.8797

In [53]:
def plot_actual_vs_predicted(model1, X, y, cv):
    y_true = []
    y_pred = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model1.fit(X_train, y_train)
        y_true.extend(y_test)
        y_pred.extend(model1.predict(X_test))

    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6)
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2)
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title('Actual vs. Predicted Values')
    plt.show()



# Plot Actual vs. Predicted values
plot_actual_vs_predicted(model1, X, y, cv)

Gradient Boosting Regression¶

In [54]:
data_model3 = pd.read_csv('demographiccleaned.csv')
C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\994727092.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  data_model3 = pd.read_csv('demographiccleaned.csv')
In [55]:
X = data_model3[['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']]
y = data_model3['PopGrowthRate'] 
In [56]:
cv = KFold(n_splits=10, shuffle=True, random_state=0)
In [57]:
model3 = Pipeline([
    ('scaler', StandardScaler()),           
    ('gbr', GradientBoostingRegressor())    
])
In [58]:
def evaluate_model(model3, X, y, cv):
    mse_scores = []
    mae_scores = []
    rmse_scores = []
    r2_scores = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model3.fit(X_train, y_train)
        y_pred = model3.predict(X_test)

        mse = mean_squared_error(y_test, y_pred)
        mae = mean_absolute_error(y_test, y_pred)
        rmse = np.sqrt(mse)
        r2 = model3.score(X_test, y_test)

        mse_scores.append(mse)
        mae_scores.append(mae)
        rmse_scores.append(rmse)
        r2_scores.append(r2)

    mean_mse = np.mean(mse_scores)
    mean_mae = np.mean(mae_scores)
    mean_rmse = np.mean(rmse_scores)
    mean_r2 = np.mean(r2_scores)

    n = len(y)
    p = X.shape[1]
    adj_r2 = 1 - (1 - mean_r2) * (n - 1) / (n - p - 1)

    return mean_mse, mean_mae, mean_rmse, mean_r2, adj_r2

mse, mae, rmse, r2, adj_r2 = evaluate_model(model3, X, y, cv)
print("Model: Gradient Boost Regression")
print(f"Mean Squared Error (Cross-Validation): {mse:.4f}")
print(f"Mean Absolute Error (Cross-Validation): {mae:.4f}")
print(f"Root Mean Squared Error (Cross-Validation): {rmse:.4f}")
print(f"R-squared (Cross-Validation): {r2:.4f}")
print(f"Adjusted R-squared (Cross-Validation): {adj_r2:.4f}")
print()
Model: Gradient Boost Regression
Mean Squared Error (Cross-Validation): 0.0775
Mean Absolute Error (Cross-Validation): 0.2054
Root Mean Squared Error (Cross-Validation): 0.2784
R-squared (Cross-Validation): 0.9559
Adjusted R-squared (Cross-Validation): 0.9559

In [59]:
def plot_actual_vs_predicted(model3, X, y, cv):
    y_true = []
    y_pred = []
    
    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]
        
        model3.fit(X_train, y_train)
        y_true.extend(y_test)
        y_pred.extend(model3.predict(X_test))
    
    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6)
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2)
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title('Actual vs. Predicted Values')
    plt.show()

mse, mae, rmse, r2, adj_r2 = evaluate_model(model3, X, y, cv)


plot_actual_vs_predicted(model3, X, y, cv)
In [60]:
def plot_actual_vs_predicted_for_fold(model3, X, y, cv, fold_number):
    y_true = []
    y_pred = []
    
    fold_predictions = []
    fold_true_values = []
    
    for i, (train_index, test_index) in enumerate(cv.split(X)):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model3.fit(X_train, y_train)
        y_pred_fold = model3.predict(X_test)

        
        fold_predictions.append(y_pred_fold)
        fold_true_values.append(y_test)

        if i == fold_number:
            y_true = y_test
            y_pred = y_pred_fold

    
    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6, label=f'Fold {fold_number + 1}')
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2, label='Perfect Fit')
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title(f'Actual vs. Predicted Values for Fold {fold_number + 1}')
    plt.legend()
    plt.grid(True)
    plt.show()


plot_actual_vs_predicted_for_fold(model3, X, y, cv, fold_number=4)
In [61]:
def plot_actual_vs_predicted_for_fold(model3, X, y, cv, fold_number):
    y_true = []
    y_pred = []
    
    
    fold_predictions = []
    fold_true_values = []
    
    for i, (train_index, test_index) in enumerate(cv.split(X)):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model3.fit(X_train, y_train)
        y_pred_fold = model3.predict(X_test)

        
        fold_predictions.append(y_pred_fold)
        fold_true_values.append(y_test)

        
        if i == fold_number:
            y_true = y_test
            y_pred = y_pred_fold

    
    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6, label=f'Fold {fold_number + 1}')
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2, label='Perfect Fit')
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title(f'Actual vs. Predicted Values for Fold {fold_number + 1}')
    plt.legend()
    plt.grid(True)
    plt.show()


plot_actual_vs_predicted_for_fold(model3, X, y, cv, fold_number=5)
In [62]:
models = ['Polynomial Regression', 'Decision Tree Regression', 'Gradient Boosting Regression']
mse = [0.1085, 0.3146, 0.0829]
mae = [0.2499, 0.4508, 0.2141]
r2 = [0.9464, 0.8796, 0.9559]

fig, ax = plt.subplots(figsize=(10, 6))

bar_width = 0.25
index = np.arange(len(models))

bars_mse = ax.bar(index - bar_width, mse, bar_width, label='MSE')
bars_mae = ax.bar(index, mae, bar_width, label='MAE')
bars_r2 = ax.bar(index + bar_width, r2, bar_width, label='R²')

ax.set_xlabel('Models')
ax.set_ylabel('Scores')
ax.set_title('Model Performance Comparison')
ax.set_xticks(index)
ax.set_xticklabels(models)
ax.legend()

plt.tight_layout()
plt.show()

Future Predictions Based on Best Model¶

In [63]:
initial_data1 = data_model3[data_model3['Time'] < 2101].copy()  # Used data from 1950 to 2100
In [64]:
predictors = ['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']
target = ['PopGrowthRate']
In [65]:
X = initial_data1[predictors]
y = initial_data1[target]
In [66]:
future_years = np.arange(2101, 2111)  

future_data = []

for location_id in data_model3['LocID'].unique():
    
    location_data = initial_data1[initial_data1['LocID'] == location_id]

    future_df = pd.DataFrame(columns=['LocID', 'Time'] + predictors + [target])

    current_data = location_data.sort_values(by='Time').iloc[-1].copy()

    for year in future_years:
        
        current_data['Time'] = year
        current_data['LocID'] = location_id

        
        future_X = pd.DataFrame([current_data[predictors]], columns=predictors)

        X = location_data[predictors]
        y = location_data[target]
        model3.fit(X, y)

        prediction = model3.predict(future_X)[0]

        current_data[target] = prediction

        future_data.append({
            'LocID': location_id,
            'Time': year,
            'Predicted_PopGrowthRate': prediction
        })

    
        location_data = pd.concat([location_data, pd.DataFrame([current_data])], ignore_index=True)

future_df = pd.DataFrame(future_data)

print(future_df[['LocID', 'Time', 'Predicted_PopGrowthRate']])
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
      LocID  Time  Predicted_PopGrowthRate
0         4  2101                 0.235123
1         4  2102                 0.238850
2         4  2103                 0.240812
3         4  2104                 0.242483
4         4  2105                 0.241653
5         4  2106                 0.243698
6         4  2107                 0.246232
7         4  2108                 0.247896
8         4  2109                 0.246945
9         4  2110                 0.245412
10        8  2101                -2.394666
11        8  2102                -2.392386
12        8  2103                -2.391637
13        8  2104                -2.391255
14        8  2105                -2.391280
15        8  2106                -2.389979
16        8  2107                -2.389984
17        8  2108                -2.390289
18        8  2109                -2.389660
19        8  2110                -2.389568
20       12  2101                -0.077473
21       12  2102                -0.074530
22       12  2103                -0.072886
23       12  2104                -0.071571
24       12  2105                -0.070706
25       12  2106                -0.070618
26       12  2107                -0.069882
27       12  2108                -0.069552
28       12  2109                -0.069413
29       12  2110                -0.069379
30       16  2101                -4.260406
31       16  2102                -4.255356
32       16  2103                -4.253427
33       16  2104                -4.252143
34       16  2105                -4.250786
35       16  2106                -4.248845
36       16  2107                -4.249660
37       16  2108                -4.249625
38       16  2109                -4.249720
39       16  2110                -4.249331
40       20  2101                -0.363889
41       20  2102                -0.363934
42       20  2103                -0.367099
43       20  2104                -0.369754
44       20  2105                -0.370859
45       20  2106                -0.366622
46       20  2107                -0.367207
47       20  2108                -0.368044
48       20  2109                -0.369200
49       20  2110                -0.369381
50       24  2101                 0.582303
51       24  2102                 0.584907
52       24  2103                 0.586279
53       24  2104                 0.588049
54       24  2105                 0.587463
55       24  2106                 0.588268
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1914    703  2105                -0.485181
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1931    705  2102                -0.225952
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1934    705  2105                -0.226178
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1939    705  2110                -0.226230
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1948    706  2109                 0.509611
1949    706  2110                 0.509622
1950    710  2101                -0.178928
1951    710  2102                -0.178108
1952    710  2103                -0.176615
1953    710  2104                -0.174955
1954    710  2105                -0.174648
1955    710  2106                -0.174061
1956    710  2107                -0.174037
1957    710  2108                -0.173482
1958    710  2109                -0.172882
1959    710  2110                -0.173386
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1962    716  2103                 0.107112
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1966    716  2107                 0.109293
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1968    716  2109                 0.109860
1969    716  2110                 0.110388
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1971    724  2102                -0.630212
1972    724  2103                -0.629336
1973    724  2104                -0.628884
1974    724  2105                -0.628628
1975    724  2106                -0.629013
1976    724  2107                -0.628510
1977    724  2108                -0.628682
1978    724  2109                -0.628359
1979    724  2110                -0.627902
1980    728  2101                 0.094289
1981    728  2102                 0.095150
1982    728  2103                 0.095920
1983    728  2104                 0.096225
1984    728  2105                 0.096182
1985    728  2106                 0.096607
1986    728  2107                 0.096410
1987    728  2108                 0.096866
1988    728  2109                 0.096884
1989    728  2110                 0.096635
1990    729  2101                 0.529884
1991    729  2102                 0.532542
1992    729  2103                 0.533507
1993    729  2104                 0.534310
1994    729  2105                 0.534996
1995    729  2106                 0.535067
1996    729  2107                 0.535679
1997    729  2108                 0.535643
1998    729  2109                 0.535935
1999    729  2110                 0.535925
2000    732  2101                 0.343553
2001    732  2102                 0.344678
2002    732  2103                 0.346355
2003    732  2104                 0.347201
2004    732  2105                 0.347689
2005    732  2106                 0.347928
2006    732  2107                 0.348583
2007    732  2108                 0.348462
2008    732  2109                 0.347869
2009    732  2110                 0.348329
2010    740  2101                -0.329362
2011    740  2102                -0.327982
2012    740  2103                -0.327246
2013    740  2104                -0.326253
2014    740  2105                -0.326019
2015    740  2106                -0.325575
2016    740  2107                -0.325566
2017    740  2108                -0.325175
2018    740  2109                -0.325360
2019    740  2110                -0.325402
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2793   1833  2104                 0.072059
2794   1833  2105                 0.071966
2795   1833  2106                 0.072801
2796   1833  2107                 0.072691
2797   1833  2108                 0.072830
2798   1833  2109                 0.072847
2799   1833  2110                 0.073086
2800   1834  2101                 0.412622
2801   1834  2102                 0.413796
2802   1834  2103                 0.414593
2803   1834  2104                 0.414786
2804   1834  2105                 0.415045
2805   1834  2106                 0.415262
2806   1834  2107                 0.415291
2807   1834  2108                 0.415587
2808   1834  2109                 0.415595
2809   1834  2110                 0.415656
2810   1835  2101                 0.078685
2811   1835  2102                 0.081171
2812   1835  2103                 0.080979
2813   1835  2104                 0.082215
2814   1835  2105                 0.082783
2815   1835  2106                 0.082847
2816   1835  2107                 0.083074
2817   1835  2108                 0.082965
2818   1835  2109                 0.083072
2819   1835  2110                 0.083254
2820   1836  2101                 0.207040
2821   1836  2102                 0.205917
2822   1836  2103                 0.206023
2823   1836  2104                 0.205239
2824   1836  2105                 0.206578
2825   1836  2106                 0.205881
2826   1836  2107                 0.206072
2827   1836  2108                 0.205790
2828   1836  2109                 0.205569
2829   1836  2110                 0.205675
2830   5500  2101                 0.046204
2831   5500  2102                 0.047825
2832   5500  2103                 0.048597
2833   5500  2104                 0.049411
2834   5500  2105                 0.049633
2835   5500  2106                 0.050378
2836   5500  2107                 0.050412
2837   5500  2108                 0.050647
2838   5500  2109                 0.050409
2839   5500  2110                 0.050963
2840   5501  2101                -0.343198
2841   5501  2102                -0.341953
2842   5501  2103                -0.341094
2843   5501  2104                -0.340963
2844   5501  2105                -0.340580
2845   5501  2106                -0.340113
2846   5501  2107                -0.340279
2847   5501  2108                -0.340017
2848   5501  2109                -0.339952
2849   5501  2110                -0.339741
In [67]:
future_df = future_df.rename(columns={'Predicted_PopGrowthRate': 'PopGrowthRate'})

combined_df = pd.concat([data_model3, future_df], ignore_index=True)

combined_df = combined_df.sort_values(by=['LocID', 'Time']).reset_index(drop=True)

combined_df.to_csv('combined_data_with_future_predictions.csv', index=False)

print("Combined DataFrame saved to 'combined_data_with_future_predictions.csv'")
Combined DataFrame saved to 'combined_data_with_future_predictions.csv'
In [68]:
predicted_data = pd.read_csv('combined_data_with_future_predictions.csv')
pd.set_option('display.max_columns', None)
predicted_data.head(200)
C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\2274282379.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  predicted_data = pd.read_csv('combined_data_with_future_predictions.csv')
Out[68]:
Unnamed: 0 SortOrder LocID Notes ISO3_code ISO2_code SDMX_code LocTypeID LocTypeName ParentID Location VarID Variant Time TPopulation1Jan TPopulation1July TPopulationMale1July TPopulationFemale1July PopDensity PopSexRatio MedianAgePop NatChange NatChangeRT PopChange PopGrowthRate DoublingTime Births Births1519 CBR TFR NRR MAC SRB Deaths DeathsMale DeathsFemale CDR LEx LExMale LExFemale LE15 LE15Male LE15Female LE65 LE65Male LE65Female LE80 LE80Male LE80Female InfantDeaths IMR LBsurvivingAge1 Under5Deaths Q5 Q0040 Q0040Male Q0040Female Q0060 Q0060Male Q0060Female Q1550 Q1550Male Q1550Female Q1560 Q1560Male Q1560Female NetMigrations CNMR
0 0.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1950 7436.561 7480.461 3962.260 3518.202 11.5209 112.6217 18.4029 81.635 10.921 87.800 1.174000 59.0415 365.303 49.818 48.866 7.2484 1.5510 29.590 104.9 283.668 152.514 131.154 37.945 27.7275 27.1286 28.3905 35.5785 35.1167 36.2373 8.4901 8.2560 8.8115 3.7259 3.6406 3.8428 106.003 285.7875 295.356 156.546 419.4021 639.7829 643.0146 637.3477 808.5608 821.7257 791.6154 471.1456 483.2220 455.6758 639.3338 660.2852 611.0236 6.161 0.824
1 1.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1951 7524.361 7571.536 4001.601 3569.936 11.6611 112.0917 18.3934 89.463 11.818 94.351 1.246000 55.6298 372.040 50.953 49.147 7.2596 1.5659 29.590 104.9 282.577 152.188 130.390 37.329 27.9634 27.3639 28.6345 35.7192 35.2498 36.3803 8.5289 8.2916 8.8514 3.7448 3.6579 3.8617 105.086 283.5592 301.358 154.810 416.3049 636.3045 639.4901 633.7767 805.6560 818.9690 788.6250 468.0905 480.2197 452.7227 636.0979 657.2306 607.8925 4.903 0.648
2 2.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1952 7618.712 7667.532 4043.308 3624.224 11.8090 111.5634 18.3718 97.487 12.713 97.641 1.273000 54.4499 378.290 52.179 49.331 7.2601 1.5908 29.602 104.9 280.803 151.241 129.562 36.618 28.4456 27.8377 29.1260 35.9920 35.5062 36.6677 8.6018 8.3567 8.9318 3.7796 3.6886 3.9001 105.028 278.7896 307.630 153.384 409.8625 629.1853 632.4033 626.5920 799.8365 813.4744 782.5637 462.1612 474.4185 446.8132 629.8848 651.3446 601.5991 0.145 0.019
3 3.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1953 7716.353 7764.546 4085.500 3679.045 11.9584 111.0479 18.3426 105.249 13.546 96.385 1.241000 55.8539 384.933 53.106 49.541 7.2662 1.6172 29.606 104.9 279.684 150.571 129.113 35.995 28.9304 28.3146 29.6212 36.2582 35.7500 36.9563 8.6706 8.4144 9.0131 3.8118 3.7145 3.9389 104.949 273.9186 314.288 152.620 403.3584 622.0342 625.2830 619.3676 793.9986 808.0105 776.4088 456.3798 468.8737 440.9133 623.8254 645.7408 595.2785 -8.867 -1.141
4 4.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1954 7812.738 7864.285 4129.202 3735.084 12.1120 110.5518 18.3069 109.936 13.971 103.094 1.311000 52.8716 390.412 53.903 49.616 7.2542 1.6284 29.604 104.9 280.476 150.791 129.685 35.645 29.2258 28.6239 29.9004 36.3418 35.8393 37.0267 8.7041 8.4412 9.0529 3.8334 3.7303 3.9661 104.767 269.4016 319.943 152.387 397.8100 618.0522 620.9737 615.7135 791.0501 805.0122 773.6825 454.5300 466.7038 439.6024 621.7429 643.5345 593.6795 -6.837 -0.869
5 5.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1955 7915.832 7971.931 4177.092 3794.838 12.2778 110.0730 18.2673 119.461 14.976 112.197 1.407000 49.2642 397.156 54.626 49.789 7.2621 1.6676 29.616 104.9 277.695 149.319 128.377 34.813 29.9206 29.2771 30.6459 36.7960 36.2405 37.5420 8.8087 8.5315 9.1742 3.8760 3.7670 4.0143 104.369 264.1273 326.873 151.685 390.2617 607.4509 610.9365 604.4415 781.9601 796.8130 763.5944 444.8044 457.7945 428.9978 611.5956 634.4345 582.4563 -7.263 -0.911
6 6.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1956 8028.029 8087.727 4229.236 3858.490 12.4561 109.6086 18.2280 126.806 15.670 119.396 1.476000 46.9612 404.134 55.559 49.939 7.2688 1.6943 29.625 104.9 277.328 149.012 128.315 34.269 30.4078 29.7478 31.1534 37.0549 36.4760 37.8247 8.8755 8.5882 9.2515 3.9073 3.7928 4.0504 104.260 259.3029 333.923 151.719 383.8320 600.3062 603.9503 597.0806 776.0078 791.2891 757.2276 439.2837 452.5032 423.2821 605.7090 628.9855 576.2657 -7.419 -0.917
7 7.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1957 8147.425 8210.202 4284.967 3925.234 12.6448 109.1646 18.1870 134.417 16.361 125.553 1.529000 45.3334 410.977 56.749 50.023 7.2636 1.7204 29.617 104.9 276.560 148.408 128.152 33.662 30.9458 30.2817 31.6964 37.3571 36.7680 38.1332 8.9542 8.6608 9.3351 3.9434 3.8256 4.0887 104.055 254.4433 340.915 151.582 377.1110 592.3905 595.9751 589.1910 769.2299 784.7282 750.3045 432.9129 446.0346 417.0816 598.8546 622.2391 569.5190 -8.858 -1.078
8 8.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1958 8272.978 8333.826 4341.482 3992.345 12.8352 108.7451 18.1368 142.585 17.086 121.697 1.460000 47.4758 418.266 57.204 50.119 7.2691 1.7486 29.636 104.9 275.681 147.683 127.998 33.033 31.5066 30.8498 32.2486 37.6736 37.0850 38.4428 9.0384 8.7416 9.4203 3.9826 3.8629 4.1282 103.799 249.4897 348.349 151.341 370.1862 584.1703 587.5079 581.2015 762.0778 777.6052 743.2394 426.2909 439.0681 410.9002 591.6632 614.8978 562.7485 -20.889 -2.503
9 9.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1959 8394.675 8468.212 4403.774 4064.438 13.0421 108.3489 18.0731 150.414 17.756 147.073 1.737000 39.9048 425.334 58.060 50.210 7.2759 1.7762 29.657 104.9 274.920 147.066 127.854 32.454 32.0386 31.3816 32.7809 37.9731 37.3810 38.7412 9.1183 8.8175 9.5015 4.0194 3.8980 4.1652 103.585 244.8785 355.550 151.140 363.7007 576.3858 579.6047 573.5079 755.2337 770.8715 736.3729 420.0644 432.6063 404.9688 584.8587 608.0359 556.2261 -3.333 -0.393
10 10.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1960 8541.748 8622.466 4476.521 4145.945 13.2797 107.9735 17.9998 158.818 18.419 161.436 1.872000 37.0271 434.057 59.574 50.340 7.2817 1.8026 29.651 104.9 275.239 147.069 128.170 31.921 32.5346 31.8703 33.2849 38.2454 37.6459 39.0176 9.1927 8.8874 9.5773 4.0539 3.9313 4.1994 103.790 240.5329 364.106 151.545 357.6163 569.1718 572.3910 566.2551 748.8632 764.6902 729.8766 414.4567 426.8713 399.5201 578.6741 601.8875 550.1894 2.606 0.302
11 11.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1961 8703.184 8790.140 4556.369 4233.771 13.5380 107.6196 17.9244 167.811 19.094 173.912 1.979000 35.0251 443.319 61.518 50.443 7.2842 1.8289 29.651 104.9 275.508 146.981 128.527 31.349 33.0681 32.4086 33.8128 38.5507 37.9509 39.3189 9.2735 8.9651 9.6573 4.0900 3.9663 4.2350 104.080 236.1826 373.167 152.016 351.3830 561.3738 564.4071 558.6213 741.8278 757.6918 722.9095 408.1548 420.2856 393.5597 571.7294 594.8118 543.6004 6.109 0.695
12 12.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1962 8877.096 8969.046 4642.166 4326.881 13.8135 107.2866 17.8525 176.875 19.725 183.901 2.050000 33.8121 453.468 63.646 50.570 7.2918 1.8541 29.663 104.9 276.593 147.393 129.200 30.845 33.5471 32.8833 34.2969 38.8144 38.2066 39.5892 9.3435 9.0281 9.7308 4.1211 3.9945 4.2681 104.617 232.1626 382.932 152.887 345.6982 554.4031 557.3894 551.6649 735.5546 751.5871 716.5350 402.7376 414.7567 388.2730 565.7302 588.8700 537.7029 7.016 0.782
13 13.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1963 9060.997 9157.464 4732.954 4424.510 14.1037 106.9712 17.7876 186.264 20.344 192.935 2.107000 32.8974 464.225 65.672 50.703 7.3016 1.8795 29.677 104.9 277.961 147.965 129.996 30.359 34.0162 33.3461 34.7731 39.0715 38.4527 39.8573 9.4111 9.0874 9.8036 4.1511 4.0207 4.3010 105.263 228.2390 393.236 153.919 340.1741 547.5846 550.5554 544.8313 729.3770 745.6154 710.2068 397.4659 409.4385 383.0500 559.8815 583.1444 531.8563 6.681 0.730
14 14.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1964 9253.932 9355.514 4828.822 4526.692 14.4087 106.6744 17.7305 196.084 20.964 203.164 2.172000 31.9129 475.452 68.366 50.831 7.3043 1.9033 29.662 104.9 279.368 148.508 130.860 29.867 34.4942 33.8282 35.2464 39.3312 38.7093 40.1181 9.4799 9.1502 9.8749 4.1812 4.0481 4.3326 105.942 224.3317 403.990 154.971 334.6012 540.6561 543.4551 538.0637 723.0594 739.3437 703.9259 392.1769 403.9393 378.0085 553.9831 577.1782 526.1789 7.079 0.757
15 15.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1965 9457.096 9565.147 4930.806 4634.341 14.7316 106.3971 17.6785 205.403 21.483 216.102 2.259000 30.6838 486.406 69.662 50.872 7.3053 1.9252 29.674 104.9 281.003 149.185 131.819 29.389 34.9528 34.2889 35.7021 39.5798 38.9521 40.3698 9.5452 9.2100 9.9425 4.2100 4.0747 4.3623 106.620 220.5954 414.516 156.094 329.2870 534.0217 536.6942 531.5488 716.9760 733.3259 697.8370 387.1364 398.7598 373.1487 548.3555 571.5263 520.6983 10.695 1.119
16 16.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1966 9673.198 9783.147 5037.166 4745.981 15.0673 106.1354 17.6202 216.338 22.114 219.898 2.248000 30.8339 498.801 70.880 50.986 7.3203 1.9541 29.680 104.9 282.463 149.900 132.563 28.872 35.4531 34.7679 36.2259 39.8542 39.2080 40.6620 9.6166 9.2726 10.0205 4.2412 4.1021 4.3965 107.299 216.6476 426.398 157.146 323.6119 526.7779 529.6684 524.0665 710.2800 726.9878 690.7681 381.6009 393.3277 367.5254 542.1751 565.5711 514.3390 3.563 0.364
17 17.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1967 9893.096 10010.030 5148.112 4861.918 15.4167 105.8864 17.5381 227.042 22.685 233.868 2.336000 29.6724 511.245 71.215 51.081 7.3387 1.9823 29.680 104.9 284.203 150.719 133.484 28.396 35.9240 35.2252 36.7113 40.1098 39.4486 40.9310 9.6828 9.3306 10.0932 4.2704 4.1273 4.4284 108.087 212.9389 438.306 158.346 318.2875 519.9765 522.9696 517.1607 703.9667 720.9257 684.1980 376.4656 388.2264 362.3902 536.4298 559.9666 508.4960 6.824 0.682
18 18.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1968 10126.964 10247.780 5264.694 4983.086 15.7829 105.6513 17.4181 238.300 23.253 241.631 2.358000 29.3956 524.167 71.146 51.148 7.3628 2.0127 29.693 104.9 285.867 151.466 134.401 27.895 36.4183 35.7116 37.2138 40.3766 39.7020 41.2091 9.7509 9.3897 10.1688 4.3002 4.1526 4.4618 108.805 209.0828 450.739 159.465 312.7411 512.8455 515.8447 510.0331 697.3133 714.4542 677.3627 371.1163 382.8530 357.1146 530.4398 554.0609 502.4636 3.333 0.325
19 19.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1969 10368.595 10494.490 5385.982 5108.507 16.1629 105.4316 17.2586 249.761 23.797 251.789 2.399000 28.8932 537.318 71.358 51.195 7.3887 2.0427 29.702 104.9 287.557 152.169 135.389 27.398 36.9101 36.2063 37.7014 40.6421 39.9595 41.4793 9.8191 9.4501 10.2423 4.3298 4.1785 4.4941 109.509 205.3017 463.409 160.576 307.2856 505.7727 508.6171 503.1339 690.6490 707.8246 670.6928 365.8188 377.4231 352.0191 524.4785 548.0575 496.6132 2.029 0.193
20 20.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1970 10620.384 10752.972 5513.404 5239.568 16.5610 105.2263 17.0983 260.716 24.247 265.175 2.466000 28.1082 549.695 72.712 51.122 7.3996 2.0707 29.705 104.9 288.979 152.875 136.105 26.875 37.4178 36.6924 38.2329 40.9168 40.2124 41.7755 9.8899 9.5098 10.3218 4.3603 4.2041 4.5287 110.020 201.4965 475.485 161.449 301.7334 498.4779 501.5362 495.6173 683.7237 701.2660 663.3640 360.3683 372.1230 346.4488 518.3234 542.1631 490.2030 4.458 0.415
21 21.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1971 10885.559 11015.857 5643.110 5372.747 16.9658 105.0321 16.9484 273.394 24.799 260.596 2.366000 29.2962 564.040 75.655 51.163 7.4320 2.1044 29.715 104.9 290.646 153.706 136.940 26.364 37.9233 37.1779 38.7601 41.1870 40.4623 42.0654 9.9608 9.5694 10.4010 4.3910 4.2298 4.5636 110.656 197.6962 489.329 162.441 296.1983 491.2540 494.4943 488.2011 676.8164 694.6960 656.0927 355.0414 366.9123 341.0428 512.2684 536.3330 483.9410 -12.801 -1.161
22 22.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1972 11146.155 11286.752 5776.972 5509.781 17.3831 104.8494 16.8060 285.252 25.264 281.195 2.492000 27.8149 577.071 78.100 51.109 7.4531 2.1352 29.725 105.0 291.819 154.263 137.556 25.845 38.4439 37.6812 39.2996 41.4741 40.7291 42.3720 10.0352 9.6326 10.4830 4.4229 4.2569 4.5993 111.125 193.9692 502.075 163.164 290.7163 483.8103 487.1877 480.6065 669.5729 687.7621 648.5237 349.4028 361.3788 335.3372 505.8390 530.1184 477.3249 -4.050 -0.359
23 23.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1973 11427.350 11575.304 5920.000 5655.304 17.8275 104.6805 16.6706 298.940 25.817 295.909 2.557000 27.1078 591.855 80.458 51.114 7.4868 2.1705 29.746 105.0 292.915 154.686 138.229 25.297 39.0029 38.2411 39.8566 41.7785 41.0282 42.6783 10.1159 9.7048 10.5678 4.4573 4.2875 4.6363 111.602 190.0543 516.490 163.817 284.8600 475.8716 479.0890 472.8258 661.7737 679.9743 640.7645 343.4755 355.2306 329.7156 499.0155 523.1621 470.7421 -3.030 -0.262
24 24.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1974 11723.259 11869.878 6066.276 5803.603 18.2812 104.5260 16.5420 313.243 26.362 293.239 2.471000 28.0513 607.606 82.793 51.135 7.5258 2.2068 29.775 105.0 294.363 155.282 139.081 24.773 39.5498 38.7924 40.3971 42.0727 41.3223 42.9679 10.1916 9.7759 10.6434 4.4893 4.3179 4.6677 112.198 186.1740 531.815 164.650 279.1326 468.1165 471.1438 465.2580 654.1229 672.2539 633.2505 337.7454 349.2202 324.3659 492.4146 516.3220 464.5073 -20.009 -1.684
25 25.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1975 12016.498 12157.386 6209.118 5948.268 18.7240 104.3853 16.4202 326.193 26.777 281.776 2.318000 29.9028 621.494 84.925 51.018 7.5420 2.2370 29.797 105.0 295.301 155.604 139.697 24.241 40.1003 39.3496 40.9379 42.3608 41.6194 43.2406 10.2625 9.8484 10.7076 4.5179 4.3489 4.6913 112.384 182.1904 545.630 165.034 273.3287 460.3113 463.1472 457.6431 646.4358 664.4008 625.8169 332.1153 343.1936 319.2556 485.9333 509.4178 458.6086 -44.418 -3.646
26 26.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1976 12298.274 12425.268 6342.102 6083.166 19.1365 104.2566 16.3056 339.418 27.217 253.987 2.044000 33.9113 635.188 86.852 50.935 7.5613 2.2686 29.812 105.0 295.770 155.740 140.030 23.718 40.6454 39.8923 41.4834 42.6447 41.9076 43.5146 10.3325 9.9193 10.7724 4.5465 4.3794 4.7153 112.339 178.2630 559.324 165.095 267.6137 452.6105 455.3941 449.9872 638.7963 656.7133 618.2906 326.5980 337.3867 314.1474 479.5554 502.7223 452.6854 -85.430 -6.851
27 27.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1977 12552.261 12687.302 6472.323 6214.978 19.5401 104.1407 16.1950 353.195 27.742 270.081 2.129000 32.5574 648.307 88.683 50.921 7.5913 2.3039 29.833 105.0 295.112 155.173 139.939 23.179 41.2278 40.4925 42.0440 42.9483 42.2244 43.7983 10.4055 9.9940 10.8402 4.5758 4.4104 4.7401 111.959 174.1847 572.647 164.529 261.6188 444.3890 446.8036 442.1411 630.5717 648.1677 610.5000 320.7037 330.9963 308.9017 472.7296 495.3647 446.5685 -83.115 -6.528
28 28.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1978 12822.342 12938.862 6596.024 6342.838 19.9275 103.9917 16.0853 350.230 26.941 233.041 1.801000 38.4868 660.606 91.009 50.816 7.5993 2.2940 29.847 105.0 310.376 165.698 144.679 23.875 40.2712 39.0219 41.6853 41.7566 40.2713 43.4808 10.1969 9.7620 10.6561 4.5150 4.3478 4.6791 113.239 172.6671 584.182 168.333 262.1460 460.4031 474.4623 445.6969 649.6830 677.8204 616.7822 344.9139 373.0313 313.2863 498.1827 536.2871 453.4211 -117.186 -9.014
29 29.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1979 13055.383 12986.369 6612.822 6373.548 20.0007 103.7542 15.9747 343.171 25.940 -138.028 -1.063000 NaN 671.213 91.286 50.737 7.6123 2.2767 29.895 105.0 328.042 177.964 150.078 24.797 39.0861 37.3141 41.1427 40.3962 38.1426 43.0529 9.9325 9.4736 10.4172 4.4357 4.2661 4.6003 114.453 171.7170 593.990 172.619 264.2502 479.9287 506.2736 451.5381 672.2811 710.7120 625.8179 372.4784 418.8408 319.3923 527.2874 580.6338 462.7270 -481.199 -36.374
30 30.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1982 10254.482 10088.288 5114.320 4973.968 15.5373 102.8217 15.6619 254.563 24.516 -332.387 -3.295000 NaN 520.603 69.485 50.138 7.5527 2.2509 29.990 105.1 266.040 147.649 118.391 25.622 37.7661 35.2121 40.8334 38.4982 35.0679 42.6510 9.5753 9.0718 10.1019 4.3365 4.1597 4.5029 85.513 165.2298 462.970 132.588 260.9052 503.7487 549.5230 453.0262 700.3788 753.7405 632.7260 411.5970 485.8905 324.0033 567.2494 642.6930 471.7493 -586.943 -56.527
31 31.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1983 9922.095 9951.449 5035.098 4916.351 15.3265 102.4153 15.5750 251.569 25.032 58.708 0.590000 117.4826 503.887 67.993 50.139 7.5370 2.2726 29.992 105.1 252.318 140.305 112.014 25.107 38.1865 35.5177 41.3795 38.6607 35.0997 42.9497 9.6218 9.1044 10.1595 4.3592 4.1774 4.5289 80.704 161.4226 449.390 125.186 255.4618 497.8840 545.8905 444.9722 695.1480 750.8034 624.9460 408.3244 485.3130 318.1255 563.4274 641.4581 465.2089 -192.869 -19.191
32 32.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1984 9980.803 10243.686 5169.086 5074.600 15.7766 101.8619 15.4902 203.747 20.205 525.767 5.134000 13.5011 506.571 69.676 50.235 7.5127 2.1155 29.973 105.1 302.824 174.733 128.091 30.030 33.3289 29.7929 37.9739 34.0395 28.9584 40.7460 8.6418 8.0823 9.2308 4.0212 3.8381 4.1913 85.595 169.7383 448.961 139.225 280.5470 579.3109 654.4940 489.1110 775.8053 843.4156 677.5385 506.0562 620.8893 355.9543 661.3868 762.1928 515.4586 322.022 31.934
33 33.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1985 10506.570 10512.222 5286.542 5225.679 16.1902 101.1647 15.4035 221.874 20.892 11.303 0.108000 NaN 536.861 74.713 50.553 7.5174 2.1340 29.981 105.2 314.987 181.947 133.040 29.661 33.5504 29.8964 38.3165 34.0541 28.8144 40.9145 8.6501 8.0748 9.2503 4.0299 3.8395 4.2041 88.614 166.4354 476.995 144.121 276.0863 576.5220 654.5288 483.7858 773.8866 843.8181 673.0349 505.6593 624.0406 352.3239 660.7351 764.4433 511.7662 -210.572 -19.828
34 34.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1986 10517.873 10448.442 5241.168 5207.273 16.0920 100.6509 15.3264 288.207 27.023 -138.863 -1.329000 NaN 541.017 75.394 50.728 7.5186 2.3395 30.004 105.3 252.810 141.010 111.800 23.705 39.3962 36.3888 42.9094 39.0899 35.1324 43.7262 9.7418 9.1800 10.3101 4.4191 4.2183 4.5979 80.359 150.2903 486.540 124.187 239.1506 481.1953 535.7648 422.6394 680.2492 742.9569 603.4869 399.6576 484.8943 302.9531 553.1529 639.1844 448.1884 -427.073 -40.044
35 35.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1987 10379.010 10322.758 5170.108 5152.650 15.8984 100.3388 15.2617 290.107 27.560 -112.504 -1.090000 NaN 535.214 74.800 50.845 7.5255 2.3672 30.024 105.3 245.107 136.898 108.209 23.285 39.8436 36.7394 43.4533 39.2635 35.2081 43.9885 9.7859 9.2142 10.3600 4.4384 4.2340 4.6172 77.695 146.5248 482.671 120.156 233.4325 474.9913 531.2698 414.7538 674.5351 739.2808 595.8752 396.1334 483.3559 297.8471 549.0342 637.1274 442.4073 -402.606 -38.247
36 36.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1988 10266.506 10383.460 5195.399 5188.060 15.9919 100.1414 15.2038 323.744 31.035 233.907 2.253000 30.7655 531.795 76.278 50.980 7.5309 2.5004 30.008 105.4 208.051 113.158 94.894 19.945 43.9579 41.5722 46.5685 42.6462 39.7131 45.8602 10.5113 9.9533 11.0608 4.6854 4.4755 4.8653 71.457 135.9912 483.341 107.067 210.1576 411.9647 448.2423 375.0455 605.6130 657.1078 548.2895 328.8127 387.2992 267.3717 475.9111 542.5672 401.9518 -89.837 -8.612
37 37.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1989 10500.413 10673.168 5338.559 5334.609 16.4381 100.0740 15.1502 342.821 32.115 345.511 3.237000 21.4133 546.142 79.665 51.162 7.5334 2.5478 29.919 105.4 203.321 110.071 93.249 19.047 45.1582 42.8911 47.6099 43.4441 40.6993 46.4152 10.6851 10.1249 11.2329 4.7476 4.5353 4.9273 70.739 131.0529 498.188 105.327 201.2081 394.5627 427.4061 361.3561 586.6640 635.8710 532.8860 313.3597 366.7503 258.0973 458.4568 521.1975 390.1088 2.683 0.251
38 38.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1990 10845.924 10694.796 5348.387 5346.409 16.4714 100.0370 15.0917 363.742 32.974 -302.256 -2.826000 NaN 567.256 83.530 51.423 7.5646 2.5937 29.880 105.5 203.514 110.102 93.412 18.449 45.9672 43.7088 48.3973 43.8956 41.2032 46.7922 10.7861 10.2217 11.3356 4.7864 4.5716 4.9663 71.127 126.9558 519.005 105.479 194.1034 383.1105 415.1221 350.8006 574.5206 623.4598 521.5215 304.7127 356.3900 251.6439 448.4754 510.0521 382.0507 -666.001 -60.375
39 39.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1991 10543.668 10745.167 5372.960 5372.208 16.5489 100.0140 15.0222 363.079 33.842 402.998 3.751000 18.4790 555.610 83.643 51.788 7.6056 2.6403 29.812 105.6 192.531 104.274 88.257 17.946 46.6631 44.3528 49.1439 44.2460 41.5130 47.1785 10.8950 10.3154 11.4578 4.8278 4.6066 5.0118 67.688 123.4307 509.662 99.838 187.7535 373.9200 406.4306 341.0853 564.3135 614.2237 510.5533 298.6161 350.6601 245.3913 440.6790 502.8769 373.9665 39.926 3.721
40 40.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1995 16071.789 16418.912 8219.467 8199.445 25.2873 100.2442 14.6811 622.412 37.981 694.246 4.229000 16.3903 853.355 132.464 52.073 7.7123 2.8847 29.714 105.8 230.943 122.012 108.931 14.092 52.5442 51.0387 54.0874 48.2423 46.6839 49.8250 11.7729 11.1915 12.3248 5.1178 4.8887 5.3031 87.882 104.2128 793.772 123.749 150.9599 291.7180 304.6257 278.8816 468.0401 499.2836 436.6706 225.6777 247.8125 204.4191 355.0550 390.4474 319.8631 71.824 4.383
41 41.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1996 16766.035 17106.595 8569.175 8537.420 26.3464 100.3719 14.5697 653.926 38.246 681.121 3.982000 17.4070 886.917 135.228 51.873 7.7088 2.9127 29.669 106.0 232.991 123.242 109.749 13.627 53.2433 51.7216 54.8057 48.6417 47.0953 50.2077 11.8501 11.2628 12.4056 5.1421 4.9113 5.3281 88.759 101.2422 826.755 124.635 145.9362 282.1315 294.9415 269.2483 456.9292 488.1353 425.6444 218.4543 239.8812 197.8816 346.3830 381.2294 311.9001 27.194 1.590
42 42.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1997 17447.156 17788.819 8916.862 8871.958 27.3971 100.5061 14.4526 677.196 38.066 683.326 3.842000 18.0413 914.412 140.558 51.400 7.6666 2.9109 29.635 106.2 237.216 125.327 111.889 13.334 53.6342 52.1525 55.1513 48.8686 47.3798 50.3703 11.8564 11.2687 12.4102 5.1440 4.9118 5.3305 89.544 98.8748 853.543 126.223 142.7478 276.0599 287.8453 264.1573 450.5703 480.9017 420.3218 213.5523 233.3754 194.5408 341.2867 374.8801 308.2488 6.129 0.345
43 43.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1998 18130.482 18493.132 9275.541 9217.591 28.4818 100.6287 14.3333 689.556 37.315 725.300 3.922000 17.6733 940.233 142.488 50.880 7.6421 2.8871 29.689 106.4 250.677 133.815 116.862 13.565 52.9431 51.1337 54.8179 48.0379 46.1363 49.9892 11.7622 11.1467 12.3430 5.1202 4.8750 5.3175 90.374 96.9611 878.355 128.479 140.9134 287.3021 305.7777 268.5485 465.5337 502.9475 427.6640 229.9210 259.0283 201.2443 358.9927 401.3588 316.5470 35.740 1.934
44 44.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 1999 18855.782 19262.847 9667.812 9595.036 29.6673 100.7585 14.2206 728.373 37.888 814.131 4.227000 16.3981 967.977 147.055 50.351 7.5994 2.9273 29.697 106.5 239.604 126.429 113.175 12.463 54.8464 53.4104 56.3004 49.5697 48.1651 50.9731 11.9811 11.3734 12.5497 5.1845 4.9408 5.3792 89.662 93.4023 905.686 125.997 134.0115 259.2929 269.4070 249.1002 431.1020 459.9564 402.7720 200.7968 217.6789 184.5827 326.0942 357.3282 295.8415 85.758 4.461
45 45.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2000 19669.913 19542.982 9815.442 9727.541 30.0987 100.9036 14.1269 753.278 37.568 -253.861 -1.299000 NaN 995.813 150.701 49.664 7.5338 2.9248 29.715 106.5 242.535 128.425 114.111 12.096 55.2978 53.7617 56.8579 49.7466 48.2361 51.2603 12.0361 11.4078 12.6231 5.2031 4.9505 5.4047 89.811 90.8133 932.834 125.938 129.8446 253.6570 265.2658 241.8879 424.5774 455.2972 394.3861 198.1286 216.8214 180.0385 322.2564 355.4472 290.0826 -1007.135 -50.229
46 46.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2001 19416.052 19688.632 9895.466 9793.166 30.3230 101.0446 14.0595 737.451 37.266 545.161 2.769000 25.0324 969.246 147.031 48.979 7.4458 2.9108 29.658 106.5 231.795 122.631 109.165 11.713 55.7981 54.2716 57.3437 50.0100 48.5039 51.5148 12.0882 11.4518 12.6808 5.2206 4.9636 5.4251 85.059 88.3585 909.000 119.099 125.9967 246.9545 258.1661 235.5525 416.6956 447.1481 386.9393 193.4814 211.6763 175.8691 316.5231 349.3604 284.8714 -192.286 -9.717
47 47.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2003 22039.300 22645.130 11397.483 11247.647 34.8764 101.3322 14.0167 823.031 36.652 1211.660 5.352000 12.9512 1063.246 160.594 47.350 7.2199 2.8741 29.562 106.5 240.215 126.086 114.129 10.698 57.3445 56.0316 58.6498 50.9919 49.7505 52.2030 12.2604 11.6305 12.8405 5.2743 5.0208 5.4738 87.396 82.5999 1000.010 121.381 116.5461 225.7759 232.5569 218.8459 390.8511 416.2024 366.7203 175.7968 187.4479 164.7543 295.4535 321.9133 270.7226 388.632 17.307
48 48.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2004 23250.960 23553.551 11862.726 11690.825 36.2755 101.4704 14.0335 853.793 36.053 605.181 2.570000 26.9707 1097.160 165.814 46.330 7.0686 2.8370 29.527 106.4 243.367 127.566 115.801 10.277 57.9436 56.6578 59.2159 51.3285 50.1290 52.4906 12.3230 11.6929 12.9012 5.2941 5.0418 5.4921 87.383 79.9360 1033.340 121.154 112.3699 217.7659 223.8621 211.5143 381.1619 405.6698 357.9982 169.8870 180.3149 160.0475 288.2085 313.4827 264.7952 -248.616 -10.498
49 49.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2005 23856.141 24411.191 12302.104 12109.086 37.5964 101.5940 14.1639 857.912 35.322 1110.099 4.548000 15.2407 1099.366 165.117 45.263 6.9047 2.7896 29.505 106.3 241.454 126.795 114.659 9.941 58.3608 57.0128 59.6966 51.5021 50.2345 52.7336 12.3713 11.7349 12.9537 5.3098 5.0572 5.5079 84.954 77.5148 1036.762 117.720 108.6912 212.6253 219.7525 205.2868 374.9643 400.5995 350.6589 167.2528 178.8941 156.1361 284.4802 310.9401 259.8680 252.185 10.383
50 50.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2006 24966.240 25442.944 12828.446 12614.498 39.1854 101.6961 14.3257 890.737 35.042 953.408 3.748000 18.4938 1136.774 165.851 44.721 6.7215 2.7373 29.418 106.3 246.037 130.325 115.711 9.679 58.6844 57.1332 60.2431 51.5288 50.0404 53.0005 12.4102 11.7564 13.0121 5.3218 5.0675 5.5270 84.451 74.8511 1073.612 116.336 104.5979 209.1791 219.8009 198.1772 371.1235 400.8496 342.4099 167.6423 183.7288 151.8891 283.9089 314.8373 254.5109 62.684 2.466
51 51.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2007 25919.648 25903.301 13067.961 12835.340 39.8944 101.8124 14.1253 910.059 34.499 -32.695 -0.126000 NaN 1156.957 173.750 43.858 6.5303 2.6837 29.289 106.3 246.898 131.951 114.947 9.359 59.1113 57.3416 60.9090 51.6065 49.8791 53.3378 12.4796 11.8003 13.1043 5.3465 5.0847 5.5580 82.891 71.9388 1094.478 113.367 99.8495 204.7933 219.0976 189.8808 365.8208 399.8198 332.4139 167.6177 188.3845 146.9123 282.4382 318.0124 247.9598 -942.887 -35.743
52 52.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2008 25886.953 26427.199 13339.006 13088.192 40.7013 101.9163 14.0439 859.485 32.674 1080.492 4.089000 16.9515 1091.824 179.161 41.506 6.3762 2.6419 29.118 106.3 232.339 123.329 109.010 8.832 59.8515 58.1715 61.5289 52.0843 50.4707 53.6674 12.5689 11.8820 13.1806 5.3869 5.1118 5.5839 76.467 69.2476 1034.483 105.504 95.6178 194.9279 207.1372 182.1624 353.4224 385.0242 322.7133 159.2743 176.9823 141.7459 272.4506 305.0600 241.2560 221.000 8.401
53 53.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2009 26967.445 27385.307 13827.977 13557.330 42.1769 101.9963 14.2696 894.601 32.622 835.725 3.052000 22.7112 1128.666 179.731 41.157 6.2354 2.5959 29.182 106.2 234.065 123.583 110.483 8.535 60.3636 58.8200 61.8922 52.4501 50.9929 53.8651 12.6006 11.9271 13.2032 5.3915 5.1280 5.5927 75.339 67.2135 1070.688 103.904 92.9204 187.4095 197.0762 177.3213 344.3018 372.8538 316.7192 152.0980 166.2567 138.1775 264.5312 293.6054 236.9169 -58.881 -2.147
54 54.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2010 27803.170 28189.672 14240.377 13949.295 43.4157 102.0867 14.4037 914.335 32.348 773.004 2.742000 25.2789 1147.643 189.334 40.602 6.0987 2.5563 29.155 106.1 233.308 123.311 109.997 8.254 60.8508 59.2776 62.4078 52.6916 51.2089 54.1305 12.6599 11.9790 13.2647 5.4119 5.1465 5.6127 74.117 64.8376 1090.266 101.264 89.2781 181.3480 191.3452 170.8910 336.7159 365.5979 308.7471 148.2920 162.6522 134.0807 259.4679 288.7497 231.5831 -141.355 -5.001
55 55.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2011 28576.174 29249.157 14780.282 14468.875 45.0475 102.1523 14.6790 927.172 31.924 1345.966 4.603000 15.0586 1157.518 191.027 39.855 5.9581 2.5171 29.149 105.9 230.346 121.782 108.564 7.931 61.4191 59.8254 62.9926 52.9789 51.4814 54.4282 12.7258 12.0381 13.3294 5.4336 5.1663 5.6309 71.920 62.2760 1101.402 97.551 85.2189 174.1896 184.3513 163.5398 327.7563 356.7589 299.6615 143.6795 157.9943 129.4305 253.4158 282.6540 225.5632 418.796 14.420
56 56.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2012 29922.140 30466.479 15399.106 15067.373 46.9223 102.2017 15.0109 982.767 32.298 1088.677 3.574000 19.3942 1217.396 193.789 40.009 5.8302 2.4794 29.200 105.8 234.629 124.308 110.321 7.711 61.9230 60.3173 63.5135 53.2341 51.7323 54.6934 12.7817 12.0919 13.3889 5.4451 5.1843 5.6479 72.314 59.9699 1160.079 96.831 81.6174 167.8324 178.0961 157.0767 319.7697 348.7553 291.5731 139.5442 153.7132 125.3466 248.0132 277.0574 220.2186 105.905 3.481
57 57.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2013 31010.817 31541.209 15946.572 15594.636 48.5775 102.2568 15.2393 1012.711 32.123 1060.783 3.363000 20.6110 1248.455 193.620 39.601 5.6962 2.4377 29.259 105.7 235.744 125.053 110.691 7.478 62.4167 60.7915 64.0268 53.4906 51.9783 54.9600 12.8425 12.1458 13.4497 5.4631 5.2023 5.6652 71.817 57.8091 1191.345 95.430 78.2382 161.6925 172.1160 150.7599 311.9200 340.9937 283.5587 135.4859 149.5721 121.2880 242.6491 271.5957 214.8711 48.076 1.525
58 58.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2014 32071.600 32716.210 16543.889 16172.321 50.3872 102.2976 15.5009 1033.610 31.710 1289.220 3.941000 17.5881 1274.665 191.291 39.105 5.5595 2.3870 29.289 105.6 241.055 128.527 112.527 7.395 62.5451 60.8119 64.2743 53.4859 51.8580 55.0822 12.8507 12.1459 13.4592 5.4658 5.2050 5.6667 71.420 56.2562 1217.603 95.270 76.2991 160.2868 172.5686 147.3732 310.4408 341.7587 279.5756 135.7968 152.1935 119.0805 242.6581 274.0069 212.2150 255.611 7.842
59 59.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2015 33360.820 33753.499 17071.446 16682.054 51.9848 102.3342 15.6834 1067.073 31.472 785.358 2.327000 29.7872 1315.633 190.996 38.803 5.4052 2.3303 29.262 105.6 248.560 133.809 114.751 7.331 62.6587 60.7597 64.5759 53.4325 51.6456 55.2080 12.8567 12.1414 13.4739 5.4675 5.2064 5.6706 71.290 54.4912 1258.221 95.095 73.9375 159.2092 174.2886 143.3052 309.6155 344.2298 275.0154 137.1221 156.7300 116.9088 243.7534 278.4239 209.5733 -281.739 -8.310
60 60.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2016 34146.178 34636.207 17520.861 17115.346 53.3442 102.3693 15.7953 1070.294 30.859 980.059 2.830000 24.4928 1315.746 188.374 37.936 5.2618 2.2834 29.224 105.5 245.452 132.330 113.122 7.077 63.1361 61.1934 65.0957 53.6703 51.8426 55.4851 12.9194 12.1924 13.5401 5.4896 5.2233 5.6903 68.973 52.4542 1260.071 91.753 70.6450 153.4403 169.0126 136.9947 302.1675 337.3828 266.8727 133.5568 153.6176 112.7864 238.8746 274.0447 204.0962 -90.238 -2.602
61 61.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2017 35126.237 35643.418 18028.696 17614.722 54.8955 102.3502 15.9635 1081.439 30.315 1034.361 2.902000 23.8852 1332.116 186.060 37.342 5.1290 2.2511 29.204 105.4 250.677 142.289 108.388 7.027 63.0160 60.1049 66.0993 52.9541 50.0880 55.9652 13.0451 12.2127 13.7592 5.5337 5.2344 5.7581 65.604 49.3769 1278.473 84.616 64.2807 160.8345 193.0753 126.1245 311.1477 366.0237 253.2276 152.1184 193.2488 108.0546 255.3938 311.6554 196.5221 -47.090 -1.320
62 62.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2018 36160.598 36686.784 18549.862 18136.922 56.5024 102.2768 16.1389 1099.581 29.946 1052.372 2.869000 24.1599 1355.895 187.315 36.927 5.0023 2.2057 29.124 105.3 256.314 147.434 108.881 6.981 63.0810 59.9231 66.4576 52.8243 49.6991 56.1415 13.0754 12.2161 13.8095 5.5447 5.2379 5.7732 64.649 47.8354 1302.712 82.837 61.8685 161.2350 197.6949 121.8443 311.8223 371.6553 247.9307 155.6467 201.9319 105.6936 258.3876 319.8487 193.2837 -47.205 -1.286
63 63.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2019 37212.970 37769.498 19090.409 18679.089 58.1699 102.2020 16.3254 1121.140 29.675 1113.057 2.947000 23.5204 1377.704 188.790 36.466 4.8701 2.1537 29.027 105.3 256.564 146.021 110.543 6.791 63.5645 60.6191 66.6770 53.2444 50.3542 56.2735 13.1062 12.2642 13.8193 5.5531 5.2526 5.7757 64.174 46.7131 1324.725 82.334 60.5028 153.9052 186.3968 119.0383 302.4325 357.6667 244.0012 147.3526 188.5056 103.2665 249.3960 305.7681 190.2610 -8.082 -0.214
64 64.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2020 38326.027 38972.230 19692.301 19279.930 60.0223 102.1389 16.5515 1125.582 28.938 1292.407 3.317000 20.8968 1402.265 188.016 36.051 4.7502 2.1053 28.962 105.2 276.683 155.192 121.492 7.113 62.5751 59.8662 65.4320 52.1054 49.4615 54.8710 12.0577 11.1906 12.8066 5.0792 4.6954 5.3780 63.984 45.7665 1349.260 82.281 59.4398 148.4777 177.6467 117.3466 316.5736 368.7465 261.7457 147.1763 184.4341 107.4810 265.4351 318.5873 210.0530 166.821 4.289
65 65.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2021 39618.434 40099.462 20254.878 19844.584 61.7584 102.0675 16.7338 1145.705 28.498 962.056 2.399000 28.8932 1440.941 189.465 35.842 4.6434 2.0616 28.904 105.2 295.236 168.877 126.359 7.344 61.9824 58.9147 65.2791 51.3548 48.3252 54.5893 11.8877 10.9998 12.6539 4.9991 4.6188 5.2924 64.117 44.6869 1387.559 82.156 57.9324 156.1142 192.8930 116.5614 329.1961 389.5147 264.3770 159.8947 206.6726 109.4110 280.2608 342.1579 214.2407 -183.672 -4.569
66 66.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2022 40580.490 41128.771 20766.442 20362.329 63.3436 101.9846 16.8702 1162.402 28.237 1096.562 2.666000 25.9995 1446.699 186.575 35.143 4.5235 2.0285 28.878 105.2 284.297 163.410 120.887 6.906 62.8792 59.7659 66.2132 51.9011 48.8882 55.1015 11.9838 11.0755 12.7590 5.0317 4.6406 5.3248 58.957 40.8024 1397.103 75.592 52.8455 144.2660 180.5120 105.3725 313.6367 374.2566 248.5392 150.2873 195.8368 101.2941 268.2662 329.5630 203.0171 -65.846 -1.600
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68 68.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2024 42802.656 43372.950 21884.960 21487.990 66.8000 101.8474 17.2113 1206.440 27.792 1140.587 2.630000 26.3554 1468.735 180.881 33.834 4.2878 1.9414 28.826 105.1 262.295 150.388 111.907 6.042 65.0545 62.0661 68.1945 53.8071 50.9720 56.7549 12.9035 12.0031 13.6462 5.4456 5.0913 5.6952 54.452 37.1082 1422.364 70.015 48.0293 127.8883 159.3854 94.3602 277.3212 332.8272 218.2481 130.6238 169.8124 88.9262 234.3087 289.4351 176.1980 -65.846 -1.517
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122 122.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2078 100552.768 100896.716 49903.414 50993.302 155.3940 97.8627 31.7203 749.914 7.431 687.897 0.682000 101.6345 1524.754 82.117 15.108 2.0258 0.9718 28.762 104.9 774.840 428.668 346.172 7.677 74.3355 71.0992 77.6799 60.5318 57.6229 63.4984 15.7014 14.1718 17.0467 6.8490 6.0702 7.3672 16.719 10.9598 1509.280 20.833 13.6356 44.4779 62.6580 25.4748 136.7357 181.4728 90.2562 56.8204 78.9113 34.0642 122.4414 163.3952 80.4074 -62.011 -0.614
123 123.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2079 101240.665 101578.603 50221.590 51357.014 156.4442 97.7892 31.9934 737.872 7.261 675.877 0.665000 104.2327 1528.884 80.955 15.046 2.0277 0.9730 28.783 104.9 791.012 436.479 354.533 7.785 74.4730 71.2453 77.8053 60.6504 57.7413 63.6152 15.7695 14.2248 17.1286 6.8849 6.0927 7.4116 16.479 10.7807 1513.613 20.488 13.3966 43.7915 61.6051 25.1767 135.0058 179.2007 89.1203 56.0405 77.7800 33.6485 120.9355 161.4407 79.3787 -62.011 -0.610
124 124.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2080 101916.542 102242.085 50530.890 51711.194 157.4661 97.7175 32.2635 713.110 6.973 651.086 0.637000 108.8143 1519.606 79.066 14.859 2.0127 0.9659 28.804 104.9 806.496 443.808 362.689 7.886 74.6196 71.4035 77.9362 60.7764 57.8691 63.7366 15.8414 14.2825 17.2134 6.9223 6.1169 7.4575 16.091 10.5841 1504.695 19.992 13.1363 43.0568 60.4762 24.8573 133.1644 176.7589 87.9337 55.2145 76.5764 33.2140 119.3392 159.3467 78.3108 -62.011 -0.606
125 125.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2081 102567.628 102881.221 50828.445 52052.776 158.4504 97.6479 32.5322 689.200 6.697 627.186 0.610000 113.6307 1510.777 77.220 14.681 1.9991 0.9595 28.827 105.0 821.577 450.794 370.783 7.984 74.7709 71.5696 78.0677 60.9069 58.0042 63.8592 15.9162 14.3447 17.2994 6.9611 6.1440 7.5037 15.701 10.3880 1496.219 19.494 12.8756 42.3098 59.3138 24.5487 131.2769 174.2180 86.7578 54.3676 75.3263 32.7850 117.6983 157.1616 77.2471 -62.011 -0.603
126 126.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2082 103194.814 103500.474 51116.514 52383.960 159.4041 97.5805 32.7977 673.325 6.503 611.320 0.591000 117.2838 1510.777 75.995 14.592 1.9980 0.9592 28.850 104.9 837.452 458.242 379.210 8.089 74.9106 71.7229 78.1896 61.0268 58.1280 63.9727 15.9837 14.3996 17.3786 6.9955 6.1665 7.5461 15.412 10.2012 1496.472 19.099 12.6281 41.6045 58.2145 24.2592 129.5175 171.8449 85.6641 53.5736 74.1522 32.3840 116.1741 155.1291 76.2589 -62.011 -0.599
127 127.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2083 103806.134 104100.265 51395.198 52705.067 160.3279 97.5147 33.0602 650.276 6.244 588.262 0.565000 122.6809 1502.724 74.496 14.431 1.9869 0.9540 28.874 105.0 852.448 465.488 386.960 8.187 75.0583 71.8777 78.3274 61.1549 58.2537 64.1016 16.0579 14.4560 17.4698 7.0348 6.1906 7.5962 15.060 10.0177 1488.743 18.643 12.3835 40.8915 57.1207 23.9458 127.7030 169.4639 84.4613 52.7559 72.9713 31.9411 114.5930 153.0828 75.1667 -62.011 -0.596
128 128.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2084 104394.396 104677.122 51662.729 53014.393 161.2163 97.4504 33.3206 627.472 5.992 565.452 0.540000 128.3606 1495.968 73.040 14.287 1.9783 0.9500 28.898 105.0 868.496 473.036 395.461 8.295 75.1909 72.0228 78.4439 61.2689 58.3707 64.2105 16.1216 14.5066 17.5457 7.0671 6.2112 7.6366 14.731 9.8439 1482.285 18.216 12.1527 40.2228 56.0723 23.6764 126.0360 167.2071 83.4288 51.9978 71.8465 31.5613 113.1476 151.1506 74.2303 -62.011 -0.592
129 129.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2085 104959.848 105228.197 51917.724 53310.474 162.0651 97.3875 33.5802 598.697 5.688 536.698 0.510000 135.9112 1481.558 71.296 14.076 1.9603 0.9416 28.924 104.9 882.861 479.673 403.188 8.388 75.3431 72.1894 78.5773 61.4010 58.5065 64.3359 16.1976 14.5686 17.6346 7.1070 6.2382 7.6855 14.316 9.6558 1468.257 17.694 11.9028 39.4888 54.9206 23.3821 124.1722 164.6760 82.2821 51.1554 70.5987 31.1372 111.5243 148.9746 73.1848 -62.011 -0.589
130 130.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2086 105496.546 105752.837 52159.832 53593.005 162.8731 97.3258 33.8392 574.601 5.432 512.582 0.485000 NaN 1472.438 69.908 13.920 1.9498 0.9368 28.949 104.9 897.837 486.664 411.172 8.488 75.4863 72.3460 78.7032 61.5245 58.6334 64.4539 16.2675 14.6246 17.7177 7.1433 6.2616 7.7310 13.955 9.4730 1459.462 17.228 11.6610 38.7840 53.8151 23.0986 122.4040 162.2713 81.1955 50.3525 69.4078 30.7340 109.9898 146.9145 72.1975 -62.011 -0.586
131 131.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2087 106009.128 106254.728 52390.993 53863.736 163.6461 97.2658 34.0961 553.211 5.205 491.201 0.462000 NaN 1465.148 68.486 13.785 1.9423 0.9333 28.976 105.0 911.937 493.169 418.768 8.580 75.6386 72.5134 78.8361 61.6570 58.7701 64.5793 16.3437 14.6868 17.8069 7.1835 6.2887 7.7804 13.614 9.2887 1452.481 16.778 11.4162 38.0562 52.6652 22.8140 120.5529 159.7371 80.0748 49.5133 68.1584 30.3173 108.3765 144.7368 71.1720 -62.011 -0.583
132 132.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2088 106500.329 106734.775 52611.814 54122.960 164.3854 97.2079 34.3506 530.907 4.973 468.892 0.439000 NaN 1457.480 66.910 13.652 1.9348 0.9298 29.004 105.0 926.573 499.759 426.815 8.679 75.7765 72.6657 78.9552 61.7803 58.9005 64.6922 16.4169 14.7514 17.8873 7.2221 6.3182 7.8253 13.342 9.1508 1445.061 16.420 11.2341 37.4640 51.7426 22.5671 118.9291 157.5177 79.0800 48.7841 67.0818 29.9443 106.9278 142.7720 70.2555 -62.011 -0.581
133 133.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2089 106969.221 107193.820 52822.608 54371.212 165.0924 97.1518 34.6021 511.198 4.768 449.199 0.419000 NaN 1451.966 65.513 13.542 1.9305 0.9280 29.032 104.9 940.768 506.443 434.325 8.774 75.9187 72.8145 79.0880 61.9073 59.0279 64.8170 16.4928 14.8142 17.9754 7.2619 6.3465 7.8734 13.080 9.0064 1439.783 16.074 11.0447 36.8613 50.8420 22.2756 117.2715 155.3499 77.9583 48.0461 66.0289 29.5282 105.4529 140.8527 69.2358 -62.011 -0.578
134 134.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2090 107418.420 107630.910 53022.827 54608.084 165.7656 97.0970 34.8518 487.002 4.523 424.980 0.395000 NaN 1441.798 64.082 13.392 1.9204 0.9234 29.060 104.9 954.796 512.752 442.045 8.869 76.0614 72.9700 79.2140 62.0348 59.1617 64.9354 16.5685 14.8812 18.0589 7.3012 6.3775 7.9184 12.785 8.8628 1429.888 15.697 10.8567 36.2564 49.9201 22.0024 115.6049 153.1093 76.8962 47.3028 64.9443 29.1342 103.9683 138.8655 68.2682 -62.011 -0.576
135 135.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2091 107843.400 108041.524 53210.424 54831.100 166.3980 97.0442 35.1024 458.249 4.240 396.248 0.367000 NaN 1426.949 62.546 13.204 1.9044 0.9157 29.090 104.9 968.700 518.826 449.874 8.964 76.2051 73.1336 79.3328 62.1624 59.3000 65.0486 16.6434 14.9490 18.1399 7.3402 6.4072 7.9640 12.437 8.7096 1415.360 15.268 10.6577 35.6354 48.9320 21.7656 113.9167 150.7367 75.9302 46.5527 63.8181 28.7694 102.4743 136.7888 67.3747 -62.011 -0.574
136 136.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2092 108239.648 108430.416 53387.994 55042.421 166.9969 96.9943 35.3502 443.549 4.090 381.535 0.352000 NaN 1425.567 61.600 13.144 1.9066 0.9169 29.120 104.9 982.018 524.532 457.486 9.054 76.3537 73.3023 79.4561 62.2960 59.4458 65.1661 16.7235 15.0233 18.2244 7.3830 6.4423 8.0122 12.216 8.5686 1414.172 14.966 10.4730 35.0208 47.9623 21.5220 112.2106 148.3499 74.9404 45.7870 62.6710 28.3947 100.9484 134.6698 66.4593 -62.011 -0.572
137 137.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2093 108621.183 108801.262 53557.202 55244.061 167.5680 96.9465 35.5942 422.177 3.879 360.159 0.331000 NaN 1418.161 60.367 13.031 1.9010 0.9144 29.151 104.9 995.984 531.035 464.949 9.152 76.4932 73.4506 79.5844 62.4211 59.5734 65.2872 16.7980 15.0864 18.3102 7.4221 6.4709 8.0591 11.964 8.4333 1406.999 14.637 10.2963 34.4438 47.0900 21.2528 110.6086 146.2219 73.8873 45.0716 61.6397 28.0014 99.5194 132.7829 65.4973 -62.011 -0.570
138 138.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2094 108981.342 109153.078 53717.654 55435.424 168.1099 96.9013 35.8349 405.482 3.714 343.472 0.315000 NaN 1414.354 59.307 12.954 1.9005 0.9143 29.183 104.9 1008.872 536.284 472.587 9.240 76.6453 73.6274 79.7060 62.5580 59.7268 65.4031 16.8796 15.1654 18.3933 7.4650 6.5084 8.1055 11.728 8.2910 1403.405 14.325 10.1103 33.8205 46.0959 21.0172 108.8706 143.7532 72.9180 44.2933 60.4589 27.6358 97.9644 130.5901 64.5996 -62.011 -0.568
139 139.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2095 109324.814 109487.140 53870.066 55617.075 168.6244 96.8589 36.0723 386.669 3.531 324.653 0.297000 NaN 1409.219 58.241 12.868 1.8984 0.9134 29.215 104.9 1022.550 542.543 480.007 9.337 76.7848 73.7794 79.8302 62.6840 59.8582 65.5219 16.9554 15.2310 18.4792 7.5061 6.5387 8.1550 11.508 8.1644 1398.473 14.036 9.9446 33.2586 45.2222 20.7802 107.2970 141.6008 71.9482 43.5854 59.4194 27.2665 96.5544 128.6794 63.7005 -62.011 -0.566
140 140.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2096 109649.467 109802.281 54013.859 55788.422 169.1097 96.8191 36.3045 367.639 3.347 305.628 0.278000 NaN 1402.927 57.136 12.773 1.8949 0.9119 29.248 104.9 1035.288 547.660 487.628 9.426 76.9370 73.9560 79.9525 62.8207 60.0118 65.6377 17.0365 15.3104 18.5612 7.5479 6.5766 8.1997 11.254 8.0198 1392.413 13.713 9.7574 32.6380 44.2453 20.5316 105.5656 139.1584 70.9615 42.8124 58.2532 26.8966 95.0084 126.5088 62.7959 -62.011 -0.565
141 141.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2097 109955.095 110094.664 54147.379 55947.285 169.5601 96.7829 36.5344 341.147 3.098 279.138 0.254000 NaN 1389.281 55.721 12.616 1.8816 0.9055 29.281 104.9 1048.134 552.902 495.231 9.518 77.0851 74.1312 80.0683 62.9538 60.1622 65.7494 17.1159 15.3869 18.6432 7.5900 6.6114 8.2473 10.955 7.8799 1379.047 13.346 9.5760 32.0257 43.2453 20.3243 103.9060 136.7363 70.1012 42.0632 57.0986 26.5633 93.5309 124.3781 61.9895 -62.011 -0.563
142 142.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2098 110234.233 110366.921 54272.064 56094.856 169.9794 96.7505 36.7611 327.382 2.966 265.376 0.240000 NaN 1387.890 54.854 12.572 1.8849 0.9071 29.316 105.0 1060.508 557.764 502.744 9.606 77.2354 74.3093 80.1853 63.0906 60.3186 65.8625 17.1991 15.4694 18.7265 7.6347 6.6516 8.2956 10.766 7.7567 1377.822 13.091 9.4139 31.4329 42.2808 20.1190 102.2619 134.3394 69.2436 41.3134 55.9419 26.2308 92.0500 122.2392 61.1837 -62.011 -0.562
143 143.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2099 110499.609 110621.216 54388.865 56232.351 170.3710 96.7217 36.9836 305.227 2.758 243.213 0.220000 NaN 1377.695 53.605 12.451 1.8764 0.9032 29.351 104.9 1072.468 562.744 509.724 9.693 77.3909 74.4887 80.3126 63.2301 60.4727 65.9844 17.2830 15.5477 18.8162 7.6796 6.6871 8.3483 10.486 7.6078 1367.888 12.740 9.2223 30.7995 41.2696 19.8803 100.5468 131.8798 68.3067 40.5437 54.7747 25.8684 90.5285 120.0786 60.3167 -62.011 -0.560
144 144.0 108.0 4 NaN AFG AF 4.0 4.0 Country/Area 5501.0 Afghanistan 2.0 Medium 2100 110742.822 110854.784 54496.126 56358.658 170.7307 96.6952 37.2007 285.938 2.579 223.925 0.202000 NaN 1370.613 52.429 12.361 1.8720 0.9012 29.386 104.9 1084.675 567.912 516.763 9.782 77.5384 74.6565 80.4361 63.3644 60.6195 66.1038 17.3651 15.6238 18.9046 7.7245 6.7233 8.4004 10.267 7.4881 1361.007 12.457 9.0653 30.2283 40.3558 19.6664 98.9580 129.6152 67.4205 39.8202 53.6810 25.5239 89.0989 118.0624 59.4856 -62.011 -0.559
145 NaN NaN 4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2101 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.235123 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
146 NaN NaN 4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2102 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.238850 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
147 NaN NaN 4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2103 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.240812 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
148 NaN NaN 4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2104 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.242483 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
149 NaN NaN 4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2105 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.241653 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
150 NaN NaN 4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2106 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.243698 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
151 NaN NaN 4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2107 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.246232 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
152 NaN NaN 4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2108 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.247896 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
153 NaN NaN 4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2109 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.246945 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
154 NaN NaN 4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2110 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.245412 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
155 145.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1950 1234.474 1252.582 642.458 610.124 45.7180 105.2997 19.6474 19.437 15.632 36.215 2.891000 23.9760 47.332 2.080 38.066 5.9630 1.9882 31.086 105.8 27.895 15.458 12.437 22.434 44.7355 41.2689 48.6937 50.8120 49.3466 52.3469 11.2481 10.7412 11.6928 5.0553 4.7380 5.3074 10.789 220.7641 40.009 14.959 304.0500 389.7486 436.2199 335.7186 517.6684 563.2929 465.7002 158.4543 176.6300 138.1280 282.8429 310.0197 255.0774 16.780 13.495
156 146.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1951 1270.689 1289.168 660.758 628.410 47.0533 105.1477 19.6265 20.726 16.191 36.957 2.867000 24.1767 49.465 2.080 38.641 6.0411 2.0273 30.936 105.8 28.739 15.831 12.908 22.450 45.1396 41.6754 49.0671 51.0433 49.5753 52.5767 11.2793 10.7814 11.7078 5.0389 4.7338 5.2738 11.193 218.4257 41.893 15.460 300.5485 384.5192 430.7507 331.0648 511.0961 557.1074 458.9455 154.5130 172.7701 134.0442 277.1851 304.7901 248.9278 16.234 12.682
157 147.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1952 1307.646 1326.948 679.660 647.288 48.4323 105.0011 19.5815 22.567 17.122 38.605 2.910000 23.8195 51.661 2.135 39.195 6.2066 2.1056 31.393 105.8 29.094 15.922 13.171 22.073 45.9788 42.5702 49.8138 51.4196 49.9953 52.9010 11.3843 10.9170 11.7783 5.0692 4.7884 5.2776 11.403 213.7819 43.921 15.704 293.4539 373.7798 419.0879 321.7084 498.8207 544.4005 447.4266 149.0149 166.7206 129.1416 268.9054 295.9142 241.1879 16.029 12.161
158 148.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1953 1346.251 1366.744 699.664 667.080 49.8848 104.8846 19.5121 25.053 18.448 40.986 2.999000 23.1126 54.845 2.596 40.385 6.3250 2.1628 30.903 105.9 29.792 16.213 13.579 21.937 46.5442 43.2038 50.2828 51.8008 50.4370 53.2137 11.4939 11.0673 11.8472 5.1059 4.8554 5.2850 11.730 208.6894 46.823 16.046 285.7028 367.3738 411.7093 316.6412 489.8987 534.7675 439.4491 143.5792 160.5631 124.5089 260.6098 286.6953 233.7513 15.938 11.736
159 149.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1954 1387.237 1409.005 721.024 687.981 51.4273 104.8029 19.4255 27.421 19.584 43.536 3.090000 22.4319 57.446 3.259 41.028 6.4017 2.2262 30.759 105.9 30.025 16.264 13.761 21.444 47.5946 44.3062 51.2555 52.2247 50.9182 53.5739 11.6307 11.2422 11.9477 5.1620 4.9408 5.3156 11.976 203.1071 49.269 16.306 277.2390 354.0227 397.5489 304.4502 474.9108 519.3256 425.1222 137.8316 154.1081 119.5605 251.6524 276.8362 225.6279 16.110 11.506
160 150.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1955 1430.773 1453.730 743.744 709.987 53.0597 104.7545 19.3344 29.606 20.492 45.915 3.159000 21.9420 59.836 3.619 41.416 6.4932 2.2863 30.914 105.8 30.230 16.293 13.937 20.924 48.5424 45.3416 52.0880 52.6479 51.4052 53.9281 11.7712 11.4251 12.0501 5.2219 5.0331 5.3502 12.101 197.0332 51.573 16.429 268.0854 342.4413 384.6918 294.5496 461.2776 504.7647 412.6858 132.2332 147.7510 114.8167 242.8529 267.0358 217.7748 16.316 11.293
161 151.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1956 1476.688 1500.624 767.676 732.948 54.7713 104.7380 19.2451 31.788 21.310 47.872 3.190000 21.7288 62.006 3.743 41.567 6.4854 2.3174 30.675 105.9 30.218 16.270 13.948 20.257 49.5758 46.3946 53.0865 53.1227 51.8465 54.4317 11.9528 11.5885 12.2440 5.3076 5.1131 5.4396 12.124 190.4722 53.729 16.418 258.2422 330.2020 371.5301 283.4897 446.6145 490.2780 397.9053 126.4067 142.0388 108.8858 233.4858 258.2503 207.7280 16.084 10.782
162 152.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1957 1524.560 1549.571 792.740 756.830 56.5578 104.7448 19.1565 34.069 22.112 50.022 3.228000 21.4730 64.021 3.978 41.552 6.4578 2.3435 30.482 105.9 29.952 16.121 13.831 19.440 50.7065 47.5414 54.1865 53.6543 52.3392 54.9963 12.1731 11.7832 12.4815 5.4150 5.2107 5.5537 12.040 183.4308 55.791 16.262 247.7102 317.1365 357.4789 271.6445 430.7535 474.5717 381.9445 120.2485 135.9427 102.6726 223.4584 248.7686 197.0750 15.948 10.351
163 153.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1958 1574.582 1600.983 819.160 781.823 58.4343 104.7756 19.0576 37.033 23.257 52.801 3.298000 21.0172 66.520 4.147 41.775 6.5084 2.3986 30.521 105.9 29.487 15.901 13.586 18.518 51.9755 48.7960 55.4574 54.2992 52.9034 55.7138 12.4688 12.0210 12.8199 5.5681 5.3343 5.7274 11.952 175.9489 58.317 16.058 236.5526 303.1189 342.5014 258.7887 413.1309 457.4341 363.8548 113.3619 129.3172 95.5066 212.0153 238.3113 184.5716 15.771 9.904
164 154.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1962 1798.436 1828.232 937.254 890.978 66.7287 105.1940 18.4397 44.298 24.345 59.592 3.260000 21.2622 71.358 3.694 39.216 6.2066 2.4249 30.714 105.9 27.060 14.427 12.633 14.871 56.6711 53.8201 59.7497 55.9288 54.6044 57.2512 13.1462 12.7311 13.4570 5.8587 5.6903 5.9689 10.512 143.7021 64.171 13.914 189.0834 247.7658 281.1492 210.3708 350.6330 391.4720 305.7975 95.7294 109.9622 79.8042 182.9408 207.7417 157.2355 15.288 8.402
165 155.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1963 1858.028 1888.302 968.862 919.440 68.9211 105.3752 18.2467 45.550 24.231 60.547 3.207000 21.6136 71.714 3.228 38.149 6.0474 2.3972 30.582 105.9 26.164 13.914 12.250 13.918 57.8445 55.0709 60.8310 56.3135 54.9997 57.6229 13.3144 12.9054 13.6198 5.9260 5.7745 6.0243 9.958 135.6319 64.897 13.121 177.3285 234.1359 266.1181 198.3201 335.1785 375.1915 291.4143 91.7986 105.7058 76.2523 176.3403 200.8841 150.9823 15.007 7.983
166 156.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1964 1918.575 1949.013 1000.956 948.056 71.1370 105.5798 18.0595 46.250 23.832 60.875 3.124000 22.1878 71.467 3.248 36.825 5.8485 2.3497 30.440 105.9 25.217 13.362 11.855 12.993 58.9832 56.3126 61.8514 56.6890 55.4064 57.9671 13.4894 13.0998 13.7806 5.9964 5.8706 6.0773 9.362 127.8375 65.064 12.280 166.0697 221.1523 251.5501 187.1306 320.2788 359.0782 277.9992 88.1932 101.6258 73.1921 170.0948 194.0713 145.3779 14.612 7.529
167 157.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1965 1979.450 2009.789 1033.178 976.611 73.3553 105.7922 17.8956 46.471 23.216 60.678 3.019000 22.9595 70.784 3.588 35.362 5.6229 2.2867 30.323 106.0 24.313 12.887 11.426 12.146 60.0187 57.3577 62.8658 56.9937 55.6293 58.3495 13.6339 13.1875 13.9699 6.0494 5.9003 6.1458 8.741 120.4067 64.811 11.415 155.4131 209.2239 238.4924 176.4373 306.9525 345.7489 264.7584 85.3309 99.0979 69.9825 165.1418 190.0445 139.4585 14.209 7.099
168 158.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1966 2040.128 2070.689 1065.524 1005.164 75.5781 106.0049 17.7652 47.366 22.960 61.121 2.952000 23.4806 70.876 3.861 34.356 5.4652 2.2496 30.180 106.0 23.510 12.474 11.037 11.396 60.9983 58.3278 63.8462 57.2592 55.8067 58.6994 13.7598 13.2521 14.1449 6.0895 5.9136 6.2040 8.196 113.3008 65.248 10.628 145.2954 197.8486 226.2192 166.0270 294.4179 333.4029 252.0328 82.8530 96.9936 67.1235 160.8515 186.7215 134.1097 13.747 6.664
169 159.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1967 2101.249 2132.442 1098.384 1034.058 77.8320 106.2208 17.6718 49.221 23.160 62.387 2.926000 23.6892 72.042 4.155 33.898 5.4039 2.2486 30.117 106.0 22.821 12.053 10.768 10.738 61.9716 59.4094 64.6979 57.5503 56.1415 58.9475 13.8976 13.4177 14.2637 6.1330 5.9875 6.2271 7.776 106.4343 66.668 9.977 135.6078 186.8019 213.7131 156.6400 281.8728 319.4741 241.0333 80.1949 93.7961 65.0934 156.1863 181.2784 130.1889 13.164 6.194
170 160.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1968 2163.636 2195.466 1131.964 1063.503 80.1324 106.4373 17.6219 51.173 23.381 63.661 2.900000 23.9016 73.348 4.307 33.512 5.3381 2.2458 29.908 106.0 22.175 11.715 10.459 10.131 62.9461 60.4012 65.6449 57.8564 56.3959 59.3026 14.0504 13.5324 14.4482 6.1878 6.0301 6.2901 7.404 99.7363 68.221 9.393 126.2025 175.9396 201.8646 146.8718 269.4013 306.6972 228.8658 77.4938 91.1656 62.3284 151.4827 176.9314 124.9987 12.504 5.713
171 161.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1969 2227.297 2259.799 1166.277 1093.522 82.4804 106.6534 17.6174 53.004 23.523 65.004 2.877000 24.0927 74.528 4.578 33.075 5.2579 2.2349 29.723 106.0 21.524 11.360 10.164 9.552 63.9226 61.4258 66.5614 58.1895 56.7080 59.6546 14.2260 13.6880 14.6408 6.2578 6.0996 6.3602 7.031 93.2699 69.656 8.835 117.2134 165.4088 190.1455 137.6723 256.9943 293.5033 217.2902 74.7470 88.2293 59.7857 146.5884 171.9217 120.1096 11.991 5.321
172 162.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1970 2292.301 2324.731 1200.944 1123.787 84.8504 106.8657 17.6511 53.764 23.188 64.860 2.790000 24.8440 74.660 4.085 32.201 5.1114 2.1927 29.649 106.0 20.896 10.991 9.905 9.013 64.8239 62.4065 67.3715 58.4649 56.9950 59.9182 14.3650 13.8308 14.7777 6.3054 6.1630 6.3968 6.598 87.0812 70.103 8.239 108.6885 155.4630 178.9197 129.1683 245.5248 280.9112 207.0342 72.4234 85.5446 57.8272 142.4561 167.3500 116.3382 11.102 4.788
173 163.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1971 2357.161 2389.812 1235.697 1154.115 87.2258 107.0688 17.7176 55.292 23.189 65.302 2.733000 25.3621 75.697 3.719 31.747 5.0148 2.1689 29.564 106.2 20.405 10.731 9.674 8.558 65.6179 63.2218 68.1361 58.6685 57.1583 60.1606 14.4661 13.8991 14.9039 6.3324 6.1814 6.4285 6.213 81.2521 71.386 7.704 100.7315 146.4596 169.0233 121.1420 235.5034 270.4837 197.4082 70.6878 83.7878 56.0571 139.3793 164.4874 112.9321 10.007 4.197
174 164.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1972 2422.463 2455.172 1270.565 1184.607 89.6113 107.2563 17.8197 56.627 23.110 65.417 2.665000 26.0093 76.526 3.923 31.231 4.8984 2.1368 29.514 106.1 19.899 10.469 9.430 8.121 66.4221 64.0365 68.9126 58.9267 57.3691 60.4632 14.6065 13.9979 15.0753 6.3861 6.2192 6.4911 5.861 75.7984 72.405 7.215 93.3761 137.8608 159.5657 113.6130 225.4344 260.0259 187.8554 68.6945 81.7486 54.0447 135.7639 161.0568 109.0488 8.796 3.590
175 165.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1973 2487.880 2520.436 1305.354 1215.082 91.9934 107.4293 17.9599 57.761 22.955 65.113 2.584000 26.8246 77.243 4.153 30.697 4.7643 2.0919 29.437 106.2 19.482 10.193 9.289 7.742 67.1401 64.8659 69.5040 59.1481 57.6570 60.6199 14.7138 14.1460 15.1498 6.4158 6.2869 6.4949 5.532 70.8560 73.258 6.766 86.7671 130.0422 150.6096 107.1935 216.2305 249.3584 180.3824 66.8464 79.2530 52.8566 132.4291 156.7068 106.7712 7.346 2.919
176 166.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1974 2552.993 2585.452 1339.929 1245.522 94.3664 107.5798 18.1331 59.081 22.880 64.917 2.511000 27.6044 78.232 4.435 30.297 4.6421 2.0481 29.387 106.5 19.151 10.005 9.146 7.417 67.7695 65.5500 70.0739 59.3410 57.8566 60.8061 14.8102 14.2398 15.2474 6.4424 6.3211 6.5156 5.249 66.5288 74.362 6.378 81.0063 123.2466 142.9082 101.3784 208.2202 240.5049 173.2967 65.2923 77.4093 51.5667 129.5934 153.5335 104.2905 5.834 2.259
177 167.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1975 2617.910 2650.122 1374.137 1275.985 96.7268 107.6923 18.3347 60.504 22.850 64.424 2.431000 28.5128 79.402 4.642 29.987 4.5236 2.0060 29.333 106.5 18.898 9.884 9.014 7.137 68.3275 66.1208 70.6140 59.5177 58.0013 61.0132 14.9012 14.2993 15.3626 6.4697 6.3354 6.5503 5.018 62.7984 75.629 6.061 76.0792 117.3115 136.2833 96.1921 201.1462 233.0341 166.6922 63.9154 75.9621 50.2207 127.0556 151.0709 101.6997 3.922 1.481
178 168.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1976 2682.334 2713.560 1407.481 1306.079 99.0423 107.7638 18.5648 60.808 22.420 62.452 2.302000 30.1107 79.622 4.597 29.357 4.3401 1.9331 29.227 106.5 18.814 9.826 8.988 6.937 68.7041 66.5373 70.9478 59.5749 58.0619 61.0696 14.9104 14.3057 15.3753 6.4476 6.3193 6.5240 4.795 59.7088 75.972 5.770 72.0283 112.6728 131.0145 92.2573 196.0944 227.4305 162.3173 63.1860 75.0736 49.6434 125.7817 149.6493 100.6418 1.646 0.607
179 169.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1977 2744.786 2774.795 1439.507 1335.288 101.2773 107.8050 18.8261 60.700 21.878 60.018 2.163000 32.0456 79.320 4.454 28.589 4.1361 1.8458 29.147 106.9 18.620 9.739 8.881 6.711 69.1206 66.9638 71.3521 59.7370 58.2034 61.2522 14.9923 14.3632 15.4783 6.4753 6.3372 6.5579 4.582 57.2232 75.796 5.503 68.7845 108.4837 126.3174 88.6302 190.7148 221.6646 157.4215 61.8923 73.6683 48.4651 123.4329 147.2325 98.4260 -0.683 -0.246
180 170.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1978 2804.804 2833.314 1469.882 1363.431 103.4132 107.8076 19.1184 60.352 21.293 57.019 2.013000 34.4335 79.045 4.205 27.888 3.9456 1.7639 29.085 107.1 18.693 9.810 8.883 6.595 69.3092 67.1167 71.5784 59.7147 58.1180 61.2957 14.9557 14.2758 15.4857 6.4345 6.2683 6.5351 4.405 55.2470 75.624 5.281 66.2184 105.6329 123.2988 85.9538 187.9588 219.1882 154.3794 61.6821 73.6991 47.9720 123.1718 147.5450 97.5748 -3.324 -1.173
181 171.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1979 2861.823 2888.763 1498.389 1390.374 105.4370 107.7688 19.4384 60.017 20.758 53.880 1.865000 37.1661 78.650 3.933 27.203 3.7628 1.6805 29.056 107.8 18.633 9.807 8.826 6.445 69.5839 67.3839 71.8609 59.8378 58.2100 61.4508 15.0249 14.3095 15.5882 6.4630 6.2766 6.5772 4.261 53.7178 75.317 5.103 64.2836 103.1230 120.4153 83.8560 184.4921 215.4122 151.2271 60.8352 72.7709 47.2296 121.5191 145.8274 95.9750 -6.146 -2.126
182 172.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1980 2915.703 2941.652 1525.259 1416.392 107.3674 107.6862 19.7811 61.034 20.719 51.897 1.764000 39.2941 78.856 3.626 26.769 3.6143 1.6138 29.011 108.6 17.822 9.580 8.243 6.050 70.4780 68.0476 72.9857 60.6093 58.7224 62.4743 15.5325 14.5941 16.2837 6.7770 6.4373 6.9926 4.163 52.4448 75.575 4.968 62.5874 98.4228 115.7279 79.1094 174.5705 206.5542 140.0023 56.3949 68.9249 42.1231 113.1996 138.7684 86.1860 -9.135 -3.101
183 173.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1981 2967.600 2992.388 1550.580 1441.809 109.2192 107.5440 20.1371 62.010 20.681 49.577 1.657000 41.8315 79.919 3.164 26.654 3.5088 1.5689 28.945 108.8 17.909 9.699 8.210 5.973 70.7300 68.1944 73.3515 60.7469 58.7355 62.7438 15.6101 14.5659 16.4602 6.8195 6.4086 7.0849 4.120 51.3593 76.647 4.898 61.1937 96.3100 113.6510 76.9607 171.4889 204.0270 136.1424 55.4164 68.3205 40.7483 111.5051 137.7976 83.5392 -12.432 -4.146
184 174.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1982 3017.177 3041.179 1574.389 1466.791 111.0000 107.3356 20.4944 63.713 20.896 48.004 1.578000 43.9257 81.698 2.858 26.795 3.4522 1.5476 28.934 108.6 17.985 9.829 8.156 5.899 71.0233 68.3537 73.7900 60.9331 58.7662 63.0970 15.7247 14.5479 16.7006 6.8898 6.3875 7.2208 4.118 50.3299 78.406 4.874 59.8794 94.1682 111.5718 74.7810 168.1227 201.3632 131.8047 54.2478 67.6146 39.0952 109.4542 136.6354 80.3008 -15.706 -5.151
185 175.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1983 3065.181 3087.911 1596.627 1491.284 112.7057 107.0638 20.8486 64.686 20.884 45.460 1.472000 47.0888 82.768 2.746 26.722 3.3608 1.5092 28.809 108.7 18.082 9.928 8.154 5.838 71.2961 68.5511 74.1470 61.0828 58.8265 63.3459 15.8069 14.5468 16.8659 6.9370 6.3775 7.3094 4.090 49.2659 79.488 4.829 58.5195 91.8991 109.2424 72.6182 164.8423 198.2615 128.1158 53.1857 66.7237 37.9007 107.6744 135.1456 77.9703 -19.231 -6.209
186 176.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1984 3110.641 3131.726 1616.850 1514.876 114.3049 106.7315 21.1984 65.420 20.813 42.169 1.347000 51.4586 83.674 2.637 26.621 3.2965 1.4877 28.819 108.0 18.254 10.046 8.208 5.808 71.5016 68.7051 74.4103 61.1749 58.8497 63.5180 15.8475 14.5197 16.9761 6.9575 6.3517 7.3630 4.035 48.0678 80.422 4.756 56.9973 89.9788 107.1753 70.9415 162.2739 195.7121 125.3429 52.3990 66.0626 37.0470 106.4578 134.1150 76.3078 -23.253 -7.398
187 177.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1985 3152.810 3171.725 1634.581 1537.144 115.7648 106.3388 21.5422 65.304 20.503 37.830 1.193000 58.1012 83.757 2.639 26.297 3.2046 1.4498 28.738 107.8 18.453 10.159 8.294 5.794 71.6560 68.8397 74.5891 61.2019 58.8396 63.5916 15.8589 14.4831 17.0381 6.9611 6.3216 7.3892 3.934 46.7292 80.574 4.639 55.3667 88.3068 105.2203 69.6619 160.4718 193.6538 123.6555 52.2272 65.8604 36.9974 106.1755 133.7553 75.8910 -27.468 -8.624
188 178.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1986 3190.640 3207.128 1649.478 1557.650 117.0570 105.8953 21.8792 65.113 20.205 32.976 1.028000 67.4268 83.580 2.593 25.935 3.1159 1.4126 28.632 108.0 18.467 10.172 8.296 5.730 71.9496 69.1203 74.9005 61.3214 58.9294 63.7494 15.8964 14.4833 17.1148 6.9744 6.3094 7.4171 3.792 45.1238 80.491 4.463 53.2638 85.1885 101.8276 66.9138 156.4961 189.3879 119.8485 50.9300 64.5625 35.7954 104.2748 131.7348 73.9358 -32.143 -9.974
189 179.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1987 3223.616 3237.676 1661.445 1576.231 118.1720 105.4062 22.2048 65.307 20.058 28.120 0.869000 79.7638 83.626 2.499 25.685 3.0610 1.3914 28.583 108.0 18.319 10.132 8.188 5.627 72.3517 69.4762 75.3556 61.5570 59.0987 64.0618 16.0385 14.5499 17.3323 7.0610 6.3387 7.5413 3.647 43.4068 80.632 4.283 51.0981 82.0223 98.2913 64.2336 151.9192 184.5280 115.4728 49.4683 63.0849 34.4455 101.7122 129.0843 71.3232 -37.189 -11.422
190 180.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1988 3251.736 3263.019 1670.265 1592.754 119.0970 104.8665 22.5140 64.970 19.786 22.565 0.692000 100.1658 83.285 2.467 25.364 3.0041 1.3703 28.445 107.8 18.315 10.225 8.090 5.578 72.6408 69.6427 75.7958 61.6699 59.0663 64.3522 16.1038 14.4847 17.5351 7.1068 6.2861 7.6572 3.483 41.6013 80.405 4.081 48.8337 79.1293 95.3324 61.4992 148.5600 181.8211 111.2494 48.6734 62.7852 33.1922 100.4628 128.7135 68.9387 -42.393 -12.910
191 181.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1989 3274.301 3282.182 1675.402 1606.779 119.7964 104.2709 22.8088 63.813 19.306 15.761 0.480000 NaN 82.170 2.441 24.860 2.9416 1.3454 28.362 107.7 18.357 10.269 8.087 5.554 72.8797 69.8531 76.0764 61.7304 59.0788 64.4786 16.1229 14.4499 17.6151 7.1160 6.2507 7.6936 3.288 39.7406 79.435 3.846 46.5114 76.2156 92.0837 59.0572 145.4652 178.6234 108.2230 48.0289 62.2564 32.5165 99.4776 127.8398 67.7556 -48.054 -14.538
192 182.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1990 3290.062 3295.066 1676.902 1618.163 120.2666 103.6300 23.0916 62.725 18.889 10.007 0.304000 NaN 81.074 2.364 24.415 2.9003 1.3286 28.329 108.0 18.349 10.325 8.024 5.526 73.1439 70.0500 76.4334 61.8103 59.0707 64.6758 16.1599 14.4024 17.7497 7.1416 6.2069 7.7676 3.089 37.8706 78.482 3.606 44.1880 73.2651 88.8791 56.4862 142.1709 175.5767 104.6407 47.3566 61.8843 31.6099 98.3748 127.2104 66.1029 -52.723 -15.877
193 183.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1991 3300.069 3302.081 1675.168 1626.914 120.5227 102.9660 23.3723 60.620 18.208 4.025 0.122000 NaN 78.981 2.345 23.723 2.8259 1.2946 28.151 108.4 18.361 10.306 8.055 5.515 73.3776 70.3212 76.6308 61.8673 59.1497 64.7156 16.1689 14.4134 17.7647 7.1399 6.1986 7.7651 2.867 36.0374 76.560 3.344 41.9209 70.3909 85.4782 54.2779 138.9569 171.7210 102.2337 46.7108 61.0725 31.2541 97.2425 125.6248 65.5582 -56.599 -17.000
194 184.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1992 3304.094 3303.739 1670.550 1633.189 120.5832 102.2876 23.6573 58.919 17.679 -0.710 -0.021000 NaN 77.134 2.546 23.145 2.7670 1.2737 27.895 107.9 18.215 10.232 7.983 5.466 73.7148 70.6602 76.9718 62.0420 59.3076 64.9182 16.2666 14.4798 17.9054 7.2000 6.2242 7.8486 2.661 34.2942 74.868 3.100 39.8055 67.3792 81.9284 51.9763 134.9431 167.1846 98.9723 45.6590 59.9230 30.4201 95.1669 123.2400 63.9656 -59.634 -17.894
195 185.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1993 3303.384 3300.711 1663.515 1637.195 120.4727 101.6077 23.9474 56.588 16.990 -5.347 -0.162000 NaN 74.839 2.796 22.470 2.7071 1.2502 27.746 107.7 18.251 10.199 8.052 5.480 73.9391 70.9567 77.1176 62.0978 59.4238 64.9123 16.2677 14.5153 17.8840 7.1895 6.2302 7.8256 2.455 32.5879 72.736 2.852 37.6937 64.5317 78.4792 49.9014 131.7343 163.0930 96.9777 45.0505 58.9969 30.2716 93.9443 121.2911 63.7558 -61.925 -18.592
196 186.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1994 3298.037 3293.999 1654.796 1639.203 120.2277 100.9513 24.2386 55.615 16.724 -8.077 -0.245000 NaN 73.972 3.140 22.244 2.7066 1.2529 27.647 107.6 18.357 10.230 8.127 5.520 74.1313 71.2024 77.2579 62.1473 59.5108 64.9306 16.2764 14.5425 17.8917 7.1872 6.2321 7.8254 2.305 31.0598 71.979 2.669 35.8760 62.1629 75.5301 48.2718 129.1496 159.8213 95.3961 44.7139 58.4647 30.2673 93.0432 119.9100 63.6120 -63.700 -19.155
197 187.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1995 3289.960 3284.364 1644.902 1639.462 119.8760 100.3318 24.5275 53.923 16.260 -11.192 -0.341000 NaN 72.325 3.397 21.809 2.6849 1.2444 27.610 107.8 18.402 10.285 8.117 5.549 74.3616 71.4282 77.5110 62.2342 59.5802 65.0560 16.3017 14.5458 17.9653 7.1986 6.2166 7.8677 2.152 29.6415 70.455 2.483 34.1240 59.5022 72.4844 46.1285 126.0364 156.5517 92.6855 44.0056 57.7939 29.6420 91.6352 118.5020 62.4329 -65.106 -19.632
198 188.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1996 3278.768 3271.331 1633.759 1637.572 119.4004 99.7672 24.8260 50.921 15.416 -14.874 -0.455000 NaN 69.325 3.378 20.987 2.6149 1.2109 27.526 108.3 18.404 10.308 8.096 5.571 74.5923 71.6686 77.7464 62.3429 59.6853 65.1846 16.3517 14.5835 18.0532 7.2248 6.2218 7.9217 1.978 28.3628 67.601 2.282 32.5812 57.1776 69.6972 44.3787 123.1846 153.3618 90.4160 43.3519 57.0563 29.1956 90.2382 116.9324 61.4445 -65.800 -19.920
199 189.0 176.0 8 NaN ALB AL 8.0 4.0 Country/Area 925.0 Albania 2.0 Medium 1997 3263.894 3253.719 1620.795 1632.924 118.7575 99.2572 25.1486 45.621 13.887 -20.350 -0.625000 NaN 65.082 3.137 19.810 2.4971 1.1498 27.505 108.9 19.461 11.028 8.432 5.923 73.9039 70.7734 77.3164 61.7480 58.8500 64.8829 16.2435 14.4999 17.9488 7.2012 6.2008 7.9086 1.837 27.9805 63.483 2.213 33.3633 64.3948 80.9920 47.6499 135.5333 171.5447 96.6308 52.0576 71.5722 32.0969 101.5235 134.6189 66.0646 -65.975 -20.082
In [69]:
predicted_data.shape
Out[69]:
(42028, 68)
In [70]:
predicted_data.to_csv('predicted_population_growth.csv', index=False)

Polynomial Regression with higher Degrees¶

In [76]:
data_model = pd.read_csv('demographiccleaned.csv')
C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\20130097.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  data_model = pd.read_csv('demographiccleaned.csv')
In [77]:
X = data_model[['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']]
y = data_model['PopGrowthRate']
In [78]:
cv = KFold(n_splits=10, shuffle=True, random_state=0)
In [83]:
model = Pipeline([
    ('scaler', StandardScaler()),       
    ('poly', PolynomialFeatures(degree=3)),
    ('linear', LinearRegression())
])
In [84]:
def evaluate_model(model, X, y, cv):
    mse_scores = []
    mae_scores = []
    rmse_scores = []
    r2_scores = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model.fit(X_train, y_train)
        y_pred = model.predict(X_test)

        mse = mean_squared_error(y_test, y_pred)
        mae = mean_absolute_error(y_test, y_pred)
        rmse = np.sqrt(mse)
        r2 = model.score(X_test, y_test)

        mse_scores.append(mse)
        mae_scores.append(mae)
        rmse_scores.append(rmse)
        r2_scores.append(r2)

    mean_mse = np.mean(mse_scores)
    mean_mae = np.mean(mae_scores)
    mean_rmse = np.mean(rmse_scores)
    mean_r2 = np.mean(r2_scores)

    n = len(y)
    p = X.shape[1]
    adj_r2 = 1 - (1 - mean_r2) * (n - 1) / (n - p - 1)

    return mean_mse, mean_mae, mean_rmse, mean_r2, adj_r2


mse, mae, rmse, r2, adj_r2 = evaluate_model(model, X, y, cv)
print("Model: Polynomial Regression")
print(f"Mean Squared Error (Cross-Validation): {mse:.4f}")
print(f"Mean Absolute Error (Cross-Validation): {mae:.4f}")
print(f"Root Mean Squared Error (Cross-Validation): {rmse:.4f}")
print(f"R-squared (Cross-Validation): {r2:.4f}")
print(f"Adjusted R-squared (Cross-Validation): {adj_r2:.4f}")
print()
Model: Polynomial Regression
Mean Squared Error (Cross-Validation): 0.0842
Mean Absolute Error (Cross-Validation): 0.2121
Root Mean Squared Error (Cross-Validation): 0.2902
R-squared (Cross-Validation): 0.9522
Adjusted R-squared (Cross-Validation): 0.9521

In [85]:
def plot_actual_vs_predicted(model, X, y, cv):
    y_true = []
    y_pred = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model.fit(X_train, y_train)
        y_true.extend(y_test)
        y_pred.extend(model.predict(X_test))

    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6)
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2)
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title('Actual vs. Predicted Values')
    plt.show()


plot_actual_vs_predicted(model, X, y, cv)
In [86]:
data_model = pd.read_csv('demographiccleaned.csv')
C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\20130097.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  data_model = pd.read_csv('demographiccleaned.csv')
In [87]:
X = data_model[['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']]
y = data_model['PopGrowthRate']
In [88]:
cv = KFold(n_splits=10, shuffle=True, random_state=0)
In [89]:
model = Pipeline([
    ('scaler', StandardScaler()),       
    ('poly', PolynomialFeatures(degree=4)),
    ('linear', LinearRegression())
])
In [90]:
def evaluate_model(model, X, y, cv):
    mse_scores = []
    mae_scores = []
    rmse_scores = []
    r2_scores = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model.fit(X_train, y_train)
        y_pred = model.predict(X_test)

        mse = mean_squared_error(y_test, y_pred)
        mae = mean_absolute_error(y_test, y_pred)
        rmse = np.sqrt(mse)
        r2 = model.score(X_test, y_test)

        mse_scores.append(mse)
        mae_scores.append(mae)
        rmse_scores.append(rmse)
        r2_scores.append(r2)

    mean_mse = np.mean(mse_scores)
    mean_mae = np.mean(mae_scores)
    mean_rmse = np.mean(rmse_scores)
    mean_r2 = np.mean(r2_scores)

    n = len(y)
    p = X.shape[1]
    adj_r2 = 1 - (1 - mean_r2) * (n - 1) / (n - p - 1)

    return mean_mse, mean_mae, mean_rmse, mean_r2, adj_r2


mse, mae, rmse, r2, adj_r2 = evaluate_model(model, X, y, cv)
print("Model: Polynomial Regression")
print(f"Mean Squared Error (Cross-Validation): {mse:.4f}")
print(f"Mean Absolute Error (Cross-Validation): {mae:.4f}")
print(f"Root Mean Squared Error (Cross-Validation): {rmse:.4f}")
print(f"R-squared (Cross-Validation): {r2:.4f}")
print(f"Adjusted R-squared (Cross-Validation): {adj_r2:.4f}")
print()
Model: Polynomial Regression
Mean Squared Error (Cross-Validation): 0.0770
Mean Absolute Error (Cross-Validation): 0.1913
Root Mean Squared Error (Cross-Validation): 0.2770
R-squared (Cross-Validation): 0.9563
Adjusted R-squared (Cross-Validation): 0.9563

In [91]:
def plot_actual_vs_predicted(model, X, y, cv):
    y_true = []
    y_pred = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model.fit(X_train, y_train)
        y_true.extend(y_test)
        y_pred.extend(model.predict(X_test))

    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6)
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2)
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title('Actual vs. Predicted Values')
    plt.show()


plot_actual_vs_predicted(model, X, y, cv)
In [108]:
models = ['Polynomial Regression degree 2', 'Polynomial Regression degree 3', 'Polynomial Regression degree 4']
mse = [0.1086, 0.0842, 0.0770]
mae = [0.1499, 0.2121, 0.1913]
r2 = [0.9384, 0.9521, 0.9563]

fig, ax = plt.subplots(figsize=(10, 6))

bar_width = 0.25
index = np.arange(len(models))

bars_mse = ax.bar(index - bar_width, mse, bar_width, label='MSE')
bars_mae = ax.bar(index, mae, bar_width, label='MAE')
bars_r2 = ax.bar(index + bar_width, r2, bar_width, label='R²')

ax.set_xlabel('Models')
ax.set_ylabel('Scores')
ax.set_title('Polynomial Model Performance Comparison')
ax.set_xticks(index)
ax.set_xticklabels(models)
ax.legend()

plt.tight_layout()
plt.show()

Decision Tree regression with higher depths¶

In [92]:
data_model2 = pd.read_csv('demographiccleaned.csv')
C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\3739775536.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  data_model2 = pd.read_csv('demographiccleaned.csv')
In [93]:
X = data_model2[['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']]
y = data_model2['PopGrowthRate'] 
In [94]:
cv = KFold(n_splits=10, shuffle=True, random_state=0)
In [98]:
model1 = Pipeline([
    ('scaler', StandardScaler()),        
    ('tree', DecisionTreeRegressor(max_depth=7))  
])
In [99]:
def evaluate_model(model1, X, y, cv):
    mse_scores = []
    mae_scores = []
    rmse_scores = []
    r2_scores = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model1.fit(X_train, y_train)
        y_pred = model1.predict(X_test)

        mse = mean_squared_error(y_test, y_pred)
        mae = mean_absolute_error(y_test, y_pred)
        rmse = np.sqrt(mse)
        r2 = model1.score(X_test, y_test)

        mse_scores.append(mse)
        mae_scores.append(mae)
        rmse_scores.append(rmse)
        r2_scores.append(r2)

    mean_mse = np.mean(mse_scores)
    mean_mae = np.mean(mae_scores)
    mean_rmse = np.mean(rmse_scores)
    mean_r2 = np.mean(r2_scores)

    n = len(y)
    p = X.shape[1]
    adj_r2 = 1 - (1 - mean_r2) * (n - 1) / (n - p - 1)

    return mean_mse, mean_mae, mean_rmse, mean_r2, adj_r2

mse, mae, rmse, r2, adj_r2 = evaluate_model(model1, X, y, cv)
print("Model: Decision Tree Regression")
print(f"Mean Squared Error (Cross-Validation): {mse:.4f}")
print(f"Mean Absolute Error (Cross-Validation): {mae:.4f}")
print(f"Root Mean Squared Error (Cross-Validation): {rmse:.4f}")
print(f"R-squared (Cross-Validation): {r2:.4f}")
print(f"Adjusted R-squared (Cross-Validation): {adj_r2:.4f}")
Model: Decision Tree Regression
Mean Squared Error (Cross-Validation): 0.1242
Mean Absolute Error (Cross-Validation): 0.2645
Root Mean Squared Error (Cross-Validation): 0.3524
R-squared (Cross-Validation): 0.9294
Adjusted R-squared (Cross-Validation): 0.9294
In [100]:
def plot_actual_vs_predicted(model1, X, y, cv):
    y_true = []
    y_pred = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model1.fit(X_train, y_train)
        y_true.extend(y_test)
        y_pred.extend(model1.predict(X_test))

    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6)
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2)
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title('Actual vs. Predicted Values')
    plt.show()



# Plot Actual vs. Predicted values
plot_actual_vs_predicted(model1, X, y, cv)
In [101]:
data_model2 = pd.read_csv('demographiccleaned.csv')
C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\3739775536.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  data_model2 = pd.read_csv('demographiccleaned.csv')
In [102]:
X = data_model2[['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']]
y = data_model2['PopGrowthRate'] 
In [103]:
cv = KFold(n_splits=10, shuffle=True, random_state=0)
In [104]:
model1 = Pipeline([
    ('scaler', StandardScaler()),        
    ('tree', DecisionTreeRegressor(max_depth=10))  
])
In [105]:
def evaluate_model(model1, X, y, cv):
    mse_scores = []
    mae_scores = []
    rmse_scores = []
    r2_scores = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model1.fit(X_train, y_train)
        y_pred = model1.predict(X_test)

        mse = mean_squared_error(y_test, y_pred)
        mae = mean_absolute_error(y_test, y_pred)
        rmse = np.sqrt(mse)
        r2 = model1.score(X_test, y_test)

        mse_scores.append(mse)
        mae_scores.append(mae)
        rmse_scores.append(rmse)
        r2_scores.append(r2)

    mean_mse = np.mean(mse_scores)
    mean_mae = np.mean(mae_scores)
    mean_rmse = np.mean(rmse_scores)
    mean_r2 = np.mean(r2_scores)

    n = len(y)
    p = X.shape[1]
    adj_r2 = 1 - (1 - mean_r2) * (n - 1) / (n - p - 1)

    return mean_mse, mean_mae, mean_rmse, mean_r2, adj_r2

mse, mae, rmse, r2, adj_r2 = evaluate_model(model1, X, y, cv)
print("Model: Decision Tree Regression")
print(f"Mean Squared Error (Cross-Validation): {mse:.4f}")
print(f"Mean Absolute Error (Cross-Validation): {mae:.4f}")
print(f"Root Mean Squared Error (Cross-Validation): {rmse:.4f}")
print(f"R-squared (Cross-Validation): {r2:.4f}")
print(f"Adjusted R-squared (Cross-Validation): {adj_r2:.4f}")
print()
Model: Decision Tree Regression
Mean Squared Error (Cross-Validation): 0.0752
Mean Absolute Error (Cross-Validation): 0.1958
Root Mean Squared Error (Cross-Validation): 0.2742
R-squared (Cross-Validation): 0.9573
Adjusted R-squared (Cross-Validation): 0.9573

In [106]:
def plot_actual_vs_predicted(model1, X, y, cv):
    y_true = []
    y_pred = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model1.fit(X_train, y_train)
        y_true.extend(y_test)
        y_pred.extend(model1.predict(X_test))

    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6)
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2)
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title('Actual vs. Predicted Values')
    plt.show()



# Plot Actual vs. Predicted values
plot_actual_vs_predicted(model1, X, y, cv)
In [110]:
models = ['Decision Tree Regression max depth 5', 'Decision Tree Regression max depth 7', 'Decision Tree Regression max depth 10']
mse = [0.3146, 0.1242, 0.0752]
mae = [0.4508, 0.2645, 0.1958]
r2 = [0.8796, 0.9294, 0.9573]

fig, ax = plt.subplots(figsize=(10, 6))

bar_width = 0.25
index = np.arange(len(models))

bars_mse = ax.bar(index - bar_width, mse, bar_width, label='MSE')
bars_mae = ax.bar(index, mae, bar_width, label='MAE')
bars_r2 = ax.bar(index + bar_width, r2, bar_width, label='R²')

ax.set_xlabel('Models')
ax.set_ylabel('Scores')
ax.set_title('Decision Tree Model Performance Comparison')
ax.set_xticks(index)
ax.set_xticklabels(models)
ax.legend()

plt.tight_layout()
plt.show()
In [ ]: